Tag: startup funding india

Flexprice builds usage billing infrastructure for AI and SaaS companies that need to meter product activity, turn that usage into pricing, and send invoices without stitching together a pile of internal tools. The New Delhi startup has raised a $1.5 million seed round co-led by Shastra VC and Shaadi.com founder Anupam Mittal, with existing backer TDV Partners also joining in. Billing is becoming a real product problem for AI companies, not a back-office chore. Flexprice was founded in 2024 by Manish Choudhary, Koshima Satija, and Nikhil Mishra, and it already operates across New Delhi, San Francisco, and Bengaluru.

What is Flexprice and how does its billing infrastructure work?

Flexprice is an open-source platform for metering, billing, and feature management. In plain English: a customer defines what should be tracked — API calls, tokens, compute time, seats, credits, or some other usage signal — sends those events into Flexprice, connects them to a pricing plan, and the platform calculates charges and generates invoices automatically. The product docs lay out that flow directly: create a metered feature, send events, validate them, connect them to billing, then let invoicing run.

That’s more than a billing wrapper. Flexprice’s architecture is split into composable layers for usage metering, pricing, subscriptions, entitlements, and invoicing. Teams can use the whole stack or wire in only the pieces they need. The docs also show support for real-time event ingestion, usage analytics, and feature limits. Useful for AI products that want to bill on consumption while also turning features on or off based on plan or credits.

The product also goes beyond classic subscriptions. It supports seat-based, usage-based, and hybrid pricing. It also supports credit grants, auto top-ups, custom invoice logic, add-ons, bundles, price localization and ships SDKs for JavaScript, Python, and Go, and offers self-hosting for teams that don’t want vendor lock-in or black-box billing logic.

For customers, the before-and-after is pretty obvious. Before Flexprice, teams often end up writing custom code for proration, limits, credits, taxes, and invoice reconciliation. After integration, the product handles usage aggregation in real time. It previews invoices, manages invoice states, and gives finance teams a cleaner audit trail. That’s why the company pitches itself as revenue infrastructure, not just another payment plugin.

Who founded Flexprice?

The founding story behind Flexprice funding

Flexprice was founded in 2024 by Manish Choudhary, now CEO, Koshima Satija, now COO, and Nikhil Mishra, now CTO. The company’s origin story is unusually concrete: Satija has written that the spark came while Choudhary was at AI photo-editing company Aftershoot and struggling with localized pricing during international expansion. The founders kept running into the same issue — pricing ideas were easy to sketch, but ugly to implement once geography, usage, credits, and invoicing rules showed up.

Why these founders make sense for this category

Choudhary has said he previously worked a full-time job while running a consultancy that became an agency helping companies figure out pricing. That matters because Flexprice sits at the intersection of monetization strategy and product plumbing. He wasn’t coming at this as a generic founder chasing an AI trend. He was already dealing with the messy part of how companies actually charge.

Mishra brings the engineering side. Choudhary said in a Reddit AMA that Mishra had been engineering head at WizCommerce and Zomato, which gives him credibility on the systems side of high-scale data and operational infrastructure. In the same AMA, Satija and Choudhary described themselves as product and business operators from AI and consumer companies. Satija’s own writing frames Flexprice as a product-manager-plus-tech-lead insight — business requirements meeting engineering pain.

Early execution signals

The product is live, not a deck. Flexprice launched on Product Hunt on April 6, 2025 and finished as Product of the Day with 500+ upvotes and 50+ sign-ups. The company has a community of 300+ builders on Slack, and Choudhary wrote earlier this year that Flexprice is used by companies including Krutrim and Simplismart, has 3,500+ GitHub developers around the project, and processes more than 20 billion API requests a month. Those are founder-reported numbers. Read them as early traction signals rather than audited metrics.

Flexprice funding round details

This new $1.5 million round is a seed financing co-led by Shastra VC and Anupam Mittal, with TDV Partners returning. Before that, Choudhary disclosed an earlier $500,000 round led by TDV Partners with support from angel investors. The new money is meant for expansion across the US and Europe, plus new product development. Flexprice is headquartered in New Delhi and already has teams in San Francisco and Bengaluru.

Avijeet Alagathi of Shastra VC said the appeal was the team’s “engineering vision” and the fact that Flexprice is an open-source, real-time billing platform built for modern AI products while still fitting into existing systems. TDV’s Ujwal Sutaria leaned on the same point — the open-source approach and strong technical execution. That’s a pretty clear investor read. Not just “billing is growing,” but “billing built for AI-native products is underbuilt.”

Flexprice funding round details

Flexprice isn’t entering an empty category. Metronome has become one of the best-known names in usage-based billing and says OpenAI uses it for scalable billing infrastructure. Orb pitches a similarly modern stack for usage-based, seat-based, and hybrid billing. It also supports prepaid credits and complex enterprise contracts. Lago comes from the open-source side and positions itself as software for metering and usage-based billing with payment-provider connections.

So where does Flexprice try to wedge in? Mostly in three places. First, open source and self-hosting, which matters for teams that don’t want core revenue logic hidden inside a vendor box. Second, a tighter AI-native framing — tokens, credits, limits, and rapidly changing pricing models are native objects in the product. Third, a broader product surface that mixes billing with feature management and entitlements, which legacy subscription tools often treat as somebody else’s problem. Its real competition, honestly, isn’t only Metronome or Orb. It’s also homegrown billing stacks, spreadsheets, and subscription-era tools that were never built for usage-heavy products.

Why Flexprice funding matters for AI startups?

A $1.5 million seed round isn’t huge by AI-infra standards. But for Flexprice, it looks less like a vanity round and more like fuel for distribution and product breadth.

The company already has the bones of a real platform — metering, credits, feature controls, invoicing, self-hosting. What it didn’t have, at least publicly, was the scale to push harder in the US and Europe while still building toward Choudhary’s stated goal of “full revenue automation.” That phrase deserves attention. It suggests Flexprice wants to move upstream from billing events and downstream toward recognized revenue. That’s a much bigger ambition than “we help you send invoices.”

It also gives customers a signal. If you’re an AI startup deciding whether to keep hacking together billing internally, outside money from Shastra VC, Mittal, and TDV tells you this isn’t a side project anymore. And if the founders keep shipping, the open-source angle could become a practical buying reason, not just a brand story.

How big is the usage billing infrastructure market?

The macro tailwind is real. Grand View Research estimates the global software segment of the subscription billing management market was worth about $4.8 billion in 2024 and could reach roughly $11.7 billion by 2030. It also expects India to post the fastest growth rate in that period, which is a useful backdrop for a company built in India but selling into global software markets.

The adoption curve is moving too. OpenView’s SaaS benchmarks work, as summarized by TechCrunch, found that 61% of SaaS companies used usage-based pricing in some form in 2022. OpenView also said startups offering a usage-based model across its customer base rose by 30%. That doesn’t mean every SaaS company wants pure consumption pricing. A lot of them don’t. But it does mean billing logic is getting more complex, and complexity creates room for new infrastructure vendors.

AI makes that sharper. Seat-based pricing was fine when software value mapped cleanly to headcount. It breaks down when one user can trigger millions of tokens, GPU-heavy workflows, or autonomous tasks. The winners in this category will be the vendors that let product teams change pricing fast without breaking finance. That’s the market Flexprice is chasing.

Should buyers watch Flexprice now?

Probably yes — with some healthy skepticism.

Flexprice has the right shape for the current moment: open-source roots, AI-native billing logic, and founders who seem to understand that pricing changes are easy to announce and painful to operationalize. But this is still an early company in a category with serious incumbents and strong developer-first rivals. The next thing to watch isn’t another funding headline. It’s whether Flexprice can turn this seed round into deeper enterprise adoption in the US and Europe while keeping its usage billing infrastructure flexible enough for the weird pricing models AI companies keep inventing.

Read how Fairdeal.Market raised $15M in Series A funding led by Bertelsmann India Investments to help kirana stores restock FMCG inventory in under 60 minutes through its B2B quick commerce and dark-store network.

FAQ about Flexprice

– What funding did Flexprice raise?  

 Flexprice raised a $1.5 million seed round announced on May 26, 2026. Shastra VC and Anupam Mittal co-led the round, with TDV Partners also participating after backing the company earlier.

– How does Flexprice actually work?  

 Flexprice works by letting a company define what usage it wants to track, send those events into the platform, connect them to pricing plans, and let the system calculate charges and generate invoices. It also handles credits, feature limits, subscriptions, and hybrid pricing models. That makes it closer to monetization infrastructure than a simple invoicing tool.

– Who founded Flexprice?  

 Flexprice was founded in 2024 by Manish Choudhary, Koshima Satija, and Nikhil Mishra. Choudhary is CEO, Satija is COO, and Mishra is CTO; the founders tie together pricing strategy, product experience, and engineering depth from earlier work across AI, consumer, WizCommerce, Zomato, and startup operating roles.

– What market is Flexprice in?  

 Flexprice sits in the subscription and usage-based billing software category, with a strong focus on AI-native revenue infrastructure. It’s a growing market: Grand View Research pegs the software portion of subscription billing management at about $4.8 billion in 2024, while SaaS adoption of usage-based pricing has already become common enough that more than half of companies use it in some form.

Fairdeal.Market is a B2B quick commerce platform that supplies kirana stores and other neighborhood retailers with fast-turn FMCG inventory across Delhi NCR. The problem it’s chasing is simple and old: small retailers still lose time, margin, and sales when sourcing stock is fragmented and slow. Fairdeal Market funding just got a big boost, with the Gurugram-based startup raising $15 million in Series A capital led by Bertelsmann India Investments. WaterBridge Ventures and Incubate Asia Fund also joined the round. Co-founders Prateek Bansal and Yash Bansal started the company in 2022, and this round gives them more room to scale a business that’s already serving a large retailer base in a brutally execution-heavy category.

What does Fairdeal Market do?

Fairdeal.Market works like a hyperlocal wholesale layer for retailers. A shopkeeper places an order for FMCG inventory through the platform, chooses from a broad catalogue across everyday categories, gets wholesale pricing visibility, and receives delivery in under 60 minutes through Fairdeal’s dark-store and last-mile network. The pitch isn’t fancy. It’s speed, better sourcing, and fewer stock-outs for stores that can’t afford to wait half a day for replenishment.

That workflow matters because the platform isn’t just listing products. It compresses the retailer’s entire reorder cycle. Retailers can track spending and reorder in seconds, which is a real operational shift for stores that used to call multiple distributors or make mandi runs just to fill routine gaps on shelves. The product is a one-stop wholesale app for categories ranging from cold drinks and snacks to dairy, personal care, cleaning essentials, and staples.

The “quick commerce” label here is slightly different from consumer grocery apps. Fairdeal is built for stores, not households. That means the customer experience is less about impulse convenience and more about working capital rotation. One retailer testimonial says the shift from bulk buys of ₹30,000-35,000 to smaller daily orders of ₹5,000-6,000 improved cash flow. Another says ordering 3-4 times a day replaced daily mandi trips. That’s the product story. Smaller purchases, faster refill cycles, and less dead inventory sitting in the shop.

There’s also a supply-side angle. Fairdeal pitches itself to brands as a last-mile distribution channel into local retail. More than 25 brands expanded retailer reach by 38% in 4 months through its network. So the platform isn’t only serving kiranas. It’s trying to become a dense urban distribution pipe for FMCG brands that want better store-level coverage without relying entirely on older distributor structures.

Who founded Fairdeal Market?

The company started with a narrow, practical thesis

Fairdeal was founded in 2022 by Prateek Bansal and Yash Bansal. The company is based in Gurugram and operates as FDM Digital Solutions Pvt Ltd. Prateek Bansal is listed as co-founder and CEO, while Yash Bansal is listed as co-founder and CIO. That job split tells you a lot already. One side is on business buildout, the other on systems and operating intelligence.

The founding idea is pretty grounded: don’t try to digitize all of Indian retail at once. Start with dense urban clusters, build dark stores, focus on frequent-fill retail categories, and win on speed. That’s less glamorous than a giant national marketplace story. But it’s a lot easier to believe.

Early traction is real, even if the target is aggressive

The company delivers more than 1,000 SKUs to retailers across Delhi NCR within 60 minutes. Over the last 6 months, it scaled to more than 20,000 active retailers in the region, while maintaining customer retention above 80%. It now wants to expand that retailer base to more than 100,000 within the current financial year. That ambition is huge. And the execution risk is obvious.

There are a few other signals that help. Fairdeal’s company profile lists employee strength in the 21-40 range. The platform also showcases a growing list of brand partners across packaged foods, beverages, and household products. For a company founded in 2022, that suggests it’s past the “PowerPoint startup” stage and firmly in the ops-heavy build phase.

The fundraising path got bigger, fast

This Series A round brought in $15 million, or about ₹142.8 crore, led by Bertelsmann India Investments, with participation from WaterBridge Ventures and Incubate Asia Fund. Before that, Fairdeal raised $3 million in a pre-Series A round led by Incubate Fund Asia and WaterBridge Ventures, with angel investors participating in August last year.

The new money is supposed to do 4 things. Expand dark-store operations in dense urban clusters. Improve the company’s tech and data stack. Deepen retailer engagement. Strengthen last-mile delivery. That mix makes sense. A business like this dies if any one of those layers falls behind.

How Fairdeal compares with Udaan and Jumbotail

Fairdeal isn’t entering an empty market. Udaan is still the best-known eB2B name in India and closed a $114 million Series G round in June 2025 as it kept pushing toward a stronger balance sheet and IPO prep. Jumbotail raised $120 million in June 2025 and crossed the $1 billion valuation mark, while also broadening its reach through the Solv India combination. Those companies operate at much larger scale.

Fairdeal looks less like a broad national eB2B marketplace and more like a high-frequency, hyperlocal replenishment engine. Udaan and Jumbotail have spent years building multi-city distribution and broader category coverage. Fairdeal’s bet is tighter: dense urban geography, fast delivery windows, smaller order cycles, and a dark-store model tuned for retailers that need top-ups several times a day. That differentiation matters because the incumbent alternative for many kiranas still isn’t another app. It’s a patchwork of local distributors, phone calls, and physical wholesale runs.

Why Fairdeal Market funding matters

This round matters because it changes what Fairdeal can realistically attempt next. Until now, the company had shown it could get retailers to use the service and stick with it. But retention is one thing. Building a repeatable city-density machine is another. Dark stores, delivery routing, inventory placement, and retailer engagement all get expensive fast.

The investor list is interesting for the same reason. Bertelsmann India Investments didn’t back a slide deck here. It backed a logistics-heavy model that only works if demand density and operational discipline show up together. WaterBridge and Incubate Asia Fund returning also signals that earlier backers think the core behavior is holding up. Frequent wholesale ordering through a fast local network.

For retailers, the practical effect could be immediate. If Fairdeal uses the money well, shop owners should see deeper assortment and more reliable fill rates. Faster replenishment should follow across more pockets of Delhi NCR and nearby urban clusters. If it uses the money badly, the model gets exposed very quickly. This category is unforgiving like that.

How big is the kirana and B2B quick commerce market?

India’s retail backbone is still overwhelmingly offline. Redseer estimates that roughly 85%-90% of mass grocery retail in India continues to run through traditional trade, with around 13-14 million kirana stores across the country. That scale explains why startups keep chasing this segment even after plenty of eB2B companies learned the hard way that distribution economics can get ugly.

The structural trend helping companies like Fairdeal is density. Quick commerce and hyperlocal supply models work best where order frequency is high and basket sizes are small. Stores also need fast refill cycles. Dense urban micro-markets are exactly where those conditions exist. Fairdeal’s city-cluster approach lines up with that reality better than the old “expand everywhere” playbook that burned so much capital in Indian B2B commerce.

There’s another reason the timing feels right. Kiranas are still the default retail channel for a huge part of the country, but their sourcing behavior is getting more digital. That doesn’t mean distributor networks disappear. It means the best platforms can start taking share from the messy parts of the old system — stock gaps, slow fulfilment, opaque pricing, and wasted procurement time.

Conclusion

Fairdeal.Market hasn’t won anything yet. But this is the kind of startup worth watching because the problem is real and the operating model is concrete. Fairdeal Market funding gives the company enough firepower to test whether retailer quick commerce can scale beyond a promising Delhi NCR base. The next thing to watch is simple: can it turn dense-city traction into repeatable unit economics before bigger rivals crowd the lane?

Read how Hark raised over $700M in a massive Series A round to build an AI personal assistant platform and future hardware designed to act as a universal interface across the digital tools people already use.

Fairdeal Market funding FAQ

– What is the latest Fairdeal Market funding round? 

 Fairdeal.Market has raised $15 million in a Series A round. Bertelsmann India Investments led the round, and WaterBridge Ventures plus Incubate Asia Fund also participated, giving the startup fresh capital to expand its dark-store and delivery network.

– How does Fairdeal.Market work for kirana stores? 

 Fairdeal.Market lets retailers order FMCG inventory through a B2B quick commerce platform and receive deliveries in under 60 minutes. The service is built around high-frequency replenishment, so stores can buy smaller quantities more often instead of tying up cash in larger wholesale purchases.

– Who founded Fairdeal.Market? 

 Fairdeal.Market was founded in 2022 by Prateek Bansal and Yash Bansal. Prateek is listed as co-founder and CEO, and Yash is listed as co-founder and CIO, with the business headquartered in Gurugram and operating across Delhi NCR.

– Is Fairdeal.Market in B2B ecommerce or quick commerce? 

 It’s really both, but the sharper label is B2B quick commerce. The company sells wholesale FMCG inventory to retailers, yet its core differentiation is sub-60-minute replenishment through dark stores and last-mile delivery rather than a slower national marketplace model.

Hark is building an AI personal assistant platform and future hardware meant to become a universal interface for the digital tools people already use. Hark AI funding just landed at an eye-watering level: more than $700 million in a Series A round that values the company at $6 billion post-money. Founded in late 2025 by Brett Adcock, Hark is chasing a very simple problem that turns out to be brutally hard — most AI products still feel impressive in demos and awkward in normal life. That’s why this raise matters. It’s a bet that a consumer AI product people actually want might need huge capital, not just a clever model.

What is Hark and how will its AI assistant work?

Hark still hasn’t shown the full product, which is part of why the round is so striking. But the company has said enough to sketch the core idea: its first platform is due in summer 2026, and it will use agentic, multimodal models that remember who you are and what you say. Those models will work across the products and services you already use, so the assistant isn’t supposed to live inside one app. It’s supposed to sit above them.

In plain English, Hark is pitching a system that can take context from your ongoing digital life and keep track of preferences and history. Then it acts across services on your behalf. That means less jumping between apps and less repeating the same instructions. Less babysitting too. Hark hasn’t broken out exact features yet, but its public description points to a memory layer plus action-taking software, not just a chatbot with a nicer shell.

The hardware comes after that. Hark says a new class of AI-native devices will follow the software launch, built specifically to integrate with its own foundation models rather than bolting AI onto an old product category. That makes this feel closer to a full-stack consumer AI company than a typical app startup. It’s also the expensive part. And risky. Hardware graveyards are full of smart ideas that never solved comfort, trust, battery life, or simple social weirdness.

Who founded Hark and why are investors backing it?

The founding story

Brett Adcock launched Hark in late 2025 with $100 million of his own money. The pitch was ambitious from day 1: build an agentic AI system that works as a universal interface to the digital world, then pair it with dedicated hardware instead of stopping at software.

That sounds huge because it is. But it also fits Adcock’s pattern. He doesn’t really do modest categories.

Founder-market fit

Adcock is best known as the founder of Figure, the robotics company building general-purpose humanoids. Before that, he founded Archer, which went public at a $2.7 billion valuation, and Vettery, a machine learning-based hiring marketplace that exited for about $100 million. That doesn’t guarantee Hark works. It does explain why investors are willing to hand him a monster Series A before the product is fully out in the open. He’s built capital-heavy companies before. He knows how to recruit around hard engineering problems.

Hark’s design credibility also got a boost from Abidur Chowdhury, a former Apple designer who joined after working on Apple’s industrial design team from 2019. He later appeared in Apple’s iPhone Air presentation, which made his move stand out even inside Apple circles. At Hark, he’s now directing design for a company that clearly wants to treat interface and hardware as the main event, not an afterthought.

Early signals from the company

For a company this secretive, Hark has still revealed a few useful signals. The team has grown to around 70 people. The platform is entering beta. It plans to train its next generation of models on a new Nvidia B200 data center. That doesn’t tell you whether consumers will want the product. It does tell you this isn’t a two-slide concept with a nice video and no infrastructure behind it.

Chowdhury’s public framing is also telling. He argued that a lot of AI companies are building tools that help people make software, and that those products do work, but he hasn’t seen much that really helps “the normal person.” He contrasted Hark’s focus with companies leaning harder into coding assistance. That’s a sharp positioning move. Less developer utility, more mass-market interface.

Fundraising details

Parkway Venture Capital led the round and Nvidia, Align Ventures, AMD Ventures, ARK Invest, Brookfield, Greycroft, Intel Capital, Prime Movers Lab, Qualcomm Ventures, Salesforce Ventures, and Tamarack Global joined in. For a Series A, that’s absurdly large. It’s also a pretty specific cap table. You don’t bring in that many chip, platform, and strategic names unless you think compute, components, and distribution will matter early. Hark says the money will go toward hiring across hardware and product design. AI research too. It also plans to lock down compute and parts.

Competition and market positioning

Hark isn’t walking into an empty market. OpenAI bought Jony Ive’s io in May 2025 for $6.5 billion to build a family of AI devices, though reporting since then suggests that first hardware won’t ship until 2027. Meta already has consumer AI glasses in market. Google and its Android partners are pushing in too. And standalone AI gadget startups have already shown how ugly this can get — Humane’s AI Pin was effectively over after HP bought parts of the company in February 2025.

Hark’s angle is different enough to stand out. It wants its own models. It wants native hardware. And it wants a broad personal assistant for ordinary users, not a device built mainly to show off AI tricks or help developers write code faster. But there’s a giant catch. The company still hasn’t answered the nastiest question in this category: how do you gather enough context from a user’s life to be genuinely helpful without creeping out everyone around them? Chowdhury’s joking answer — “Sounds like that would make a great product” — was funny because it’s the whole challenge.

Why does Hark AI funding matter right now?

Because this round gives Hark permission to attempt two brutally expensive jobs at once.

One is frontier-ish AI product work. The other is consumer hardware. Most startups pick one. Hark is trying to do both, and that means hiring top researchers, industrial designers, product people, and supply-chain talent before revenue is anywhere close to certain. A $700 million Series A buys time for that.

It also changes the investor conversation. This isn’t just “AI assistant app gets funded.” It’s a signal that some big backers think the next must-have consumer AI product may need a full-stack approach. Models, memory, interface, chips, hardware, and design under one roof. That’s a much bigger swing than wrapping an API in a nice UI.

There’s a subtler point here too. Hark can stay weird for longer. It doesn’t have to rush into a compromised first device just to keep the lights on. That matters in consumer hardware, where the early version has a nasty habit of defining the whole company.

How big is the market for AI hardware and personal assistants?

The macro case is real, even if the winners are still messy. Grand View Research estimates the U.S. wearable AI market generated about $6.1 billion in 2023 and could reach roughly $39 billion by 2030, with a 30.4% CAGR from 2024 to 2030. Technavio forecasts the personal AI assistant market will expand by $12.36 billion from 2025 to 2030 at a 34.8% CAGR. Those are big numbers. More important, they point in the same direction: people are starting to expect AI to be ambient, persistent, and built into devices, not trapped in a single chat window.

That’s why so many companies are suddenly obsessed with interfaces. The software wave proved people will use AI. The next question is where it lives. On your phone? In your glasses? In an always-listening wearable? In something totally new? OpenAI’s move into hardware, Meta’s push with smart glasses, and Hark’s own full-stack bet all come from the same basic realization: the model matters, but the wrapper now matters a lot too.

What should you watch after Hark AI funding?

Hark AI funding is massive, but money doesn’t make a consumer habit by itself.

What matters next is simple. Does Hark’s summer launch show a real assistant with durable memory and useful actions, or just another polished demo? And when the hardware finally appears, does it solve the privacy and comfort problem better than the last wave of AI gadgets did?

Read how fragrance tech startup Patina raised $2M from Betaworks and True Ventures to build AI-powered scent molecules and turn fragrance creation into a programmable science platform.

FAQ: Hark AI funding

– What is the Hark AI funding round?  

 Hark raised more than $700 million in a Series A round at a $6 billion post-money valuation. Parkway Venture Capital led the deal, and the investor list included Nvidia, AMD Ventures, Qualcomm Ventures, Intel Capital, Salesforce Ventures, ARK Invest, and several others.

– How does Hark’s product work?  

 Hark is building an agentic, multimodal AI platform that remembers user context and works across existing products and services. The software is expected in summer 2026, and the company plans to follow it with AI-native hardware designed around Hark’s own models instead of adapting older device categories.

– Who founded Hark?  

 Brett Adcock founded Hark after earlier building Vettery, Archer, and Figure. That background matters because Archer reached a $2.7 billion IPO valuation and Vettery had roughly a $100 million exit, giving Adcock a track record with large, difficult company-building bets.

– Is Hark an AI hardware company or an AI assistant startup?  

 It’s both, at least by design. Hark is starting with a personal AI assistant platform in beta, but the long-term plan is a full-stack consumer AI business that combines proprietary models, memory, and dedicated hardware in one product stack.

Patina is a fragrance tech startup building new scent molecules with molecular design, machine learning, and sensory science, and it has now raised $2 million from investors including Betaworks and True Ventures. The pitch is simple, even if the science isn’t: a small set of specialist labs still controls a lot of how fragrance ingredients get invented, while natural materials keep getting harder and pricier to source. Sean Raspet and Laura Sisson started Patina after meeting in New York in 2024 and formally launching the company in 2025. Now they’re trying to turn smell into something closer to a programmable system than a black-box craft.

What is Patina and how does the fragrance tech startup work?

Patina’s core product is a foundation model called Sense1. It predicts how a molecule will activate the human olfactory receptor system, then maps those receptor patterns to perceived smell. In plain English: instead of asking whether a molecule sounds vaguely “floral” or “woody,” Patina tries to model what’s happening one layer deeper — at the receptor level — across roughly 400 human olfactory receptors.

That changes the workflow for a customer. A fragrance house or brand can start with a target scent profile or a natural material it wants to reproduce. Patina can screen candidate molecules against receptor activity patterns tied to that smell. From there, the company can generate custom ingredients or propose alternatives to scarce natural inputs. It can also build “never-before-smelled” molecules that still hit a specific sensory brief. Patina says receptor-level modeling lets it replicate materials like rose oil without relying on plant extraction.

Sense1 isn’t just a pitch deck idea. Patina’s white paper says the model predicts receptor activation across the full human receptor set and outperforms older docking-based methods by a wide margin. The company reports an AUROC of 0.854, a 39% improvement over optimized structure-based baselines, and says its top-1 screening hit rate reaches 54% versus 3.3% for the docking pipeline it tested against. Those are the numbers investors care about. They suggest the model may cut down failed screening work in the lab.

The manual work Patina wants to remove is the fuzzy part of fragrance development. A lot of scent description still depends on human language, taste, culture, and regional shorthand. Sense1 is built around the idea that biology is a more stable reference layer than words. Patina even frames the model as a step toward “the first universal code of smell and taste,” an ambitious claim, but one attached to a real technical thesis.

How did Patina start, and who built this fragrance tech startup?

The founding story

This wasn’t a typical startup origin story. Raspet and Sisson met at a scent art gallery in New York in 2024 — Raspet was showing new molecules, and Sisson was building olfactory learning models. They started collaborating on research, then turned that work into Patina in 2025. Raspet’s line about the moment is still the cleanest summary: it felt like “the timing was right to finally build the tools to understand scent at the biological level.”

Why the founders make sense for this

Raspet brings a weird but very relevant mix of art, perfumery, and formulation work. Long before Patina, he was already known for projects built around flavor and fragrance molecules. He also worked as a flavorist at Soylent and co-founded Nonfood, an algae-based food company. That matters. Patina isn’t being built by someone who discovered smell as an AI prompt last month. Raspet has been working around sensory chemistry for years.

Sisson’s path is different, but it lines up. She came from food and software engineering, and her research record backs up the smell-modeling part. She has published work on odor descriptor understanding and predicting the smell of aroma-chemical pairs. More recently, she benchmarked how language models reason about olfaction. That gives Patina something a lot of startups don’t have: a founding team split between molecule intuition and computational modeling.

Early signals, product status, and the round itself

Patina is still early. But it’s not just theory. The company is already in talks with top fragrance houses and fashion brands about custom scent work, and the new capital has helped it move from Raspet’s backyard into an office in Bushwick, Brooklyn, where it now has a small group of chemists. Sense1 is also being made available to select research and industry partners. That suggests Patina is treating the model as infrastructure, not just internal tooling.

On the financing side, Patina raised $2 million, with investors including Betaworks and True Ventures. Raspet says the money is going toward launching new molecules and building new partnerships. It’s also funding receptor activation data collection through startup and academic lab collaborations. That last part is a big deal. For a company like this, data isn’t a nice-to-have. It’s the moat.

How Patina compares with Osmo and the old guard

Patina isn’t alone. Osmo is the best-known startup in digital olfaction right now, and it raised $70 million in Series B funding in early 2026 to expand fragrance ingredient design and manufacturing. Osmo pairs AI formulation with in-house production. It launched its Generation ingredient arm in March 2025 and is pushing on lower minimum orders and faster development cycles. That’s a much more industrial posture than Patina’s current stage.

Then there are the incumbents. Givaudan, Symrise, DSM-Firmenich, and IFF already use AI in fragrance R&D and still dominate the ingredient pipeline through scale, data, manufacturing, and customer relationships. Patina’s opening is narrower. It’s betting that receptor-level biology can produce more exact replications and more novel ingredients. It could also produce more patentable building blocks in a market where formulas themselves usually aren’t patent protected. That’s smart. But it’s also hard. Great models are one thing. Shipping molecules that perfumers actually keep buying is another.

Why does Patina’s $2M round matter?

This round looks less like a splashy valuation exercise and more like a conversion point.

Patina was already doing the science. The fresh money gives it the basics needed to turn that science into a repeatable business — lab space, chemists, partner programs, and more receptor data. For a company building a foundation model around smell, that’s the stack that matters most. Not Super Bowl ads. Not massive headcount. Data, experiments, and molecules.

There’s also a real customer implication here. Sisson says buyers increasingly want “newer, safer and more expressive perfumes,” and Patina is trying to answer that with custom ingredients that can be developed in weeks instead of years. If it works, smaller brands could get access to ingredient creation that used to be locked inside giant suppliers and long development cycles.

Investors aren’t just backing a perfume label. They’re backing the idea that Patina could become an underlying intelligence layer for scent design. That’s a much bigger swing. If the company can own a better map between molecules, receptors, and perception, it could matter in fragrance, flavor, cosmetics, and maybe even skin-related applications later on.

How big is the market for AI fragrance design?

The market is already large enough that even a niche infrastructure player can matter. Grand View Research estimates the global flavors and fragrances market at $33.58 billion in 2025 and projects it will reach $57.52 billion by 2033, growing at a 7.1% CAGR. In the U.S. alone, the market was estimated at $5.80 billion in 2023 and is forecast to hit $7.43 billion by 2030.

Demand is shifting in ways that fit Patina’s timing. Grand View says the natural segment held 51.6% of global revenue in 2024, while natural products made up 76.3% of the U.S. market mix in 2023. Consumers want cleaner and more premium ingredients. Brands want dependable supply. Those two things don’t always coexist when you’re depending on crops, weather, extraction yields, and commodity swings.

That’s why AI keeps showing up in scent R&D. Better protein modeling and better screening are starting to make fragrance design feel less mystical. Structure-to-perception prediction is getting better too. The entire category is inching in that direction, whether through startups like Osmo or through the big suppliers upgrading their internal tooling. Patina’s bet is that smell has been waiting for its equivalent of a color code.

Can this fragrance tech startup become a Pantone for scent?

That’s the right way to think about Patina.

Not as another perfume brand. Not even really as a software company in the usual sense. More like an attempt to build a reference system for smell that can feed ingredient discovery and custom formulation. It could also support synthetic replacements for fragile natural materials. Raspet calls it a “Pantone for scent,” and that’s the part worth watching.

The fragrance tech startup now has the first outside capital, a working scientific thesis, and early commercial conversations. What it still needs is proof that receptor-level modeling can consistently produce ingredients people want to buy at commercial scale. If that happens, Patina could matter far beyond perfume. If it doesn’t, it’ll still be one more reminder that smell is a brutal category to industrialize.

Read how Convective Capital raised an $85M fund to back resilience tech startups building tools for wildfire prevention, disaster response, infrastructure hardening, and climate risk management.

FAQ

– What funding did Patina raise? 

 Patina raised $2 million in 2026 from investors including Betaworks and True Ventures. The round is meant to support new molecule launches, research partnerships, and the collection of receptor activation data that can improve its underlying model.

– How does Patina’s Sense1 platform work? 

 Sense1 models how molecules activate human olfactory receptors and then links those activation patterns to perceived scent qualities. Patina says that lets it screen candidates more effectively and replicate rare natural ingredients like rose oil at the biological level. It can also design new scent molecules with more precision than descriptor-based methods.

– Who founded Patina? 

 Patina was founded by Sean Raspet and Laura Sisson after they met in New York in 2024 and launched the company in 2025. Raspet came in with deep flavor-and-fragrance experience from art, Soylent, and Nonfood, while Sisson had already been working on machine learning research related to odor language and aroma prediction.

– Is Patina in the perfume market or the fragrance ingredients market? 

 It’s closer to the fragrance ingredients market than to consumer perfume retail. Patina is building ingredients and modeling tools that could be used by fragrance houses, fashion brands, cosmetics companies, and flavor developers inside a broader global flavors-and-fragrances market that Grand View sizes at $33.58 billion for 2025.

Convective Capital is an early-stage venture firm that backs startups building tools to prevent, respond to, and insure against disasters in the physical world. Its new $85 million fund gives the Convective Capital thesis a lot more weight — especially as California’s fire season starts early, insurers pull back from risky markets, and utilities face mounting pressure to harden infrastructure. Founded in 2022 by WePay cofounder Bill Clerico, the Bay Area firm started as a wildfire-focused investor and is now widening that bet into a broader resilience strategy. The core problem is simple: disasters are getting more expensive, but the institutions supposed to manage the risk still buy technology slowly and painfully.

What does Convective Capital actually do?

At the most basic level, Convective Capital invests in hardware and software companies. It also backs financial services companies that manage physical risk. That started with “firetech” — startups like Pano for early fire detection, Raine for autonomous aerial suppression, BurnBot for vegetation clearing, and Stand for insuring and hardening homes. Fund II expands that same logic beyond wildfire into a wider resilience market.

But this isn’t just a firm that wires money and disappears. Convective has built a support layer around hard-to-sell customers: utilities, state and federal agencies, insurance carriers, emergency management groups, fire departments, forestry services, and land managers. That matters because resilience startups usually don’t fail on vision. They fail when procurement drags on forever.

The firm’s operating model is more hands-on than a typical seed fund. It runs a 10,000-plus person network called Updraft, which has already generated more than $100 million in revenue for portfolio companies. It also convenes the Red Sky Summit, a gathering built to put founders in the same room as the institutions that actually buy this stuff.

That’s the real product here. Convective isn’t selling software. It’s selling access and credibility in ugly, regulated markets where a flashy demo doesn’t get you very far.

Who is behind Convective Capital?

The founding story

Convective Capital launched in 2022, when Bill Clerico took a narrow but timely view of climate tech: wildfire wasn’t just an environmental problem, it was becoming a giant market failure. Utilities were getting hammered. Homeowners were losing coverage. Governments were spending more every year just to react. So Clerico launched a firm built around the idea that resilience — not just decarbonization — could support real venture outcomes.

That thesis has already evolved. With Fund II, Convective is no longer framing itself only as a wildfire investor. Clerico’s updated pitch is to “provide risk management in the physical world,” which is a much bigger mandate and, frankly, a smarter one.

Why Bill Clerico fits this market

Clerico isn’t a longtime fire official or insurance executive. He came out of fintech. He cofounded WePay and led it until JPMorgan acquired the company in 2017 in a deal the source article values at $300 million. Before Convective, that was his biggest calling card.

That background actually makes sense here. WePay sold infrastructure into difficult, trust-sensitive markets. Convective now backs founders trying to do the same thing with governments, utilities, and insurers. Different sector. Similar sales pain.

The broader team helps fill in the domain edges. Partner Kat Mañalac spent more than a decade at Y Combinator building founder programs and networks. Principal Jay Ribakove came from Munich Re Ventures, where he invested in climate and built-environment risk. That mix — startup playbook plus insurance fluency — is a real advantage in resilience tech.

Track record, traction, and the new fund

Convective’s first fund was $35 million. It was mostly backed by wealthy individuals, including Clerico himself. The new vehicle is much larger at $85 million, and the LP base has shifted toward institutions such as insurance companies and asset managers. That change matters more than the headline number. It suggests the people closest to physical risk now think this category is investable, not just interesting.

The first fund has already produced some strong early signals. Clerico said those portfolio companies have generated $100 million in revenue and are worth a combined $2 billion. He also said 79% of the portfolio has moved from seed to Series A — far above typical venture benchmarks.

How Convective Capital stacks up against alternatives

Convective doesn’t compete head-on with Sequoia-style generalist funds. Its more relevant rivals are general climate-tech investors, insurer-backed venture arms, and industrial-tech funds that occasionally back adaptation plays. Most of those firms can fund a resilience startup. Fewer can help it survive a 12-month utility sales cycle or decode how a state agency buys equipment.

The legacy alternative is even rougher. Founders can bootstrap into pilot purgatory. They can chase grants or try to sell directly into bureaucratic buyers without a specialist investor in the room. Convective’s pitch is that it understands those “hard markets” better than mainstream VCs do — and that investors should want a specialist when the customer base includes regulators, carriers, and public agencies.

Why does Convective Capital’s $85M fund matter?

The big story isn’t just that Fund II is larger. It’s that the mandate is broader and more commercially legible.

Convective’s first version was basically a firetech proof-of-concept. Fund II is an attempt to turn that into a wider resilience platform. The first 4 investments show where the firm is heading: The Lumber Manufactory, which is building timber mills to make forest management pencil out; Drafted, which uses AI for home design; Voltaire, which builds drones for power-line inspection; and Edge Technologies, which offers insurance products tied to commodity-price volatility.

That’s a pretty clear map. Forest operations. Housing and retrofit workflows. Grid inspection. Financial hedging.

There’s also a second-order AI angle here that’s more interesting than the usual “AI makes startups efficient” line. Clerico said AI tools are helping small teams move faster, but he also argued that the data center buildout is straining energy and water systems — and creating demand for the kinds of services Convective’s companies provide. As he put it, “[AI] is putting a lot of demand on the energy system and water system through data center construction.”

And then there’s insurance. Clerico said there’s “a wave of new insurers” stepping into markets incumbents have partly abandoned, and that shift is starting to pull traditional carriers toward resilience tech. If that continues, Convective won’t just be funding startups. It’ll be sitting at the intersection of who pays for risk and who reduces it.

Why are investors betting on disaster resilience now?

Because the numbers have gotten too big to ignore.

In the U.S. alone, 2024 saw 27 separate weather and climate disasters that each caused at least $1 billion in damage, with total losses around $182.7 billion. Over the last 10 years, the country has been hit by 190 billion-dollar disasters costing roughly $1.4 trillion. That kind of loss frequency changes investor behavior. It turns adaptation from a policy conversation into an asset allocation question.

The global insurance picture looks just as ugly. Natural catastrophe events caused about $310 billion in economic losses in 2024, with insured losses at roughly $135 billion. And the insurance market has now endured 5 straight years with catastrophe losses above $100 billion. That’s why resilience tech is starting to look less like a niche and more like core infrastructure.

Clerico’s own framing is even broader: $60 trillion of real estate sits at high risk from disasters, and the U.S. spends about $1 trillion a year mitigating and recovering from them. You can argue over the edges of those numbers. The direction is the point. Physical risk has become a giant operating cost for homes, grids, utilities, municipalities, and insurers.

That’s why the timing works. Climate tech spent years chasing carbon accounting, batteries, and generation. Now adaptation is catching up — not because it’s trendy, but because somebody has to pay when the grid fails, the forest burns, or the carrier exits the zip code.

Should you watch Convective Capital closely?

Yeah, probably.

A lot of climate funds talk about resilience. Convective Capital has built a fund around it, then backed that thesis with portfolio traction, a bigger second fund, and an investor base that now includes institutions with actual catastrophe exposure. That doesn’t guarantee venture-scale returns — these markets are still messy, political, and slow. But if Fund II can keep turning specialist access into real customer revenue, Convective may help define what the next generation of disaster resilience investing looks like.

Read how Scapia raised $63M from General Catalyst to build an AI-powered travel fintech platform combining co-branded credit cards, UPI rewards, and travel bookings into one app for Indian travellers.

FAQ

– What did Convective Capital raise? 

 Convective Capital raised an $85 million second fund. It follows a $35 million debut fund from 2022, and this time the backers are much more institutional, including insurance companies and asset managers instead of mostly wealthy individuals.

– How does Convective Capital work with startups? 

 It backs early-stage companies building resilience tools across hardware and software. It also invests in financial services. The firm helps founders reach buyers through its Updraft network and in-person events, which is a big deal when customers include utilities, government agencies, and insurers.

– Who founded Convective Capital? 

 Bill Clerico founded Convective Capital in 2022 after building WePay and selling it to JPMorgan in 2017. He now runs the firm as managing partner, with support from operators and investors including former Y Combinator partner Kat Mañalac.

– Why is disaster resilience becoming a venture category? 

 Because disaster losses are now huge, recurring, and impossible for incumbents to absorb cleanly. When the U.S. can rack up 27 billion-dollar disasters in a single year and insurers keep retreating from high-risk markets, startups that reduce physical risk start to look like real businesses, not side bets.

Scapia is a Bengaluru startup that combines a travel booking app with co-branded credit cards built for younger Indian travellers. The Scapia travel fintech has now raised $63 million, or about ₹600 crore, in a new round led by General Catalyst. That matters because travel rewards in India are still split across clunky bank cards, booking sites, and loyalty systems that rarely talk to each other. Anil Goteti founded Scapia in 2022 to turn that mess into one product for Gen Z and millennial users.

What is Scapia and how does it work?

Scapia gives users a co-branded travel credit card and an app where they can book flights, hotels, and domestic transport in one place. The card is issued through partners Federal Bank and BOBCARD, and the company has pushed the product beyond a plain rewards card by tying spending and booking into a single experience. Redemptions sit there too. It was also the first company in India to launch a dual-network co-branded card spanning Visa and RuPay.

That stack has expanded fast. Scapia added Scapia Pay, an in-app UPI product that lets users link eligible RuPay cards and earn travel rewards on everyday QR payments. It also rolled out add-on cards and a BBPS-based bill payment flow so users can track and pay credit card bills across banks without hopping between apps.

Then there’s the non-card layer. Scapia Store sells travel-heavy gear and lifestyle items from brands such as Columbia, Daily Objects, Tripole, Nasher Miles, XYXX, and Assembly across categories like apparel, accessories, gadgets, luggage, and travel gear. Scapia Experiences is an AI-powered trip discovery tool. It suggests and books packages based on budget, time, and personal preference.

In practice, that means a customer can move from paying with UPI to earning rewards. Then book a flight and buy luggage inside the same product. That’s the real pitch. Not just a better card, but fewer moving parts than the old setup of using one bank app, one OTA, one rewards portal, and then a spreadsheet in your head.

Who founded Scapia travel fintech and what has it built?

The founding story

Anil Goteti started Scapia in 2022 and serves as founder and CEO. The company is based in Bengaluru. The idea is clear: build a travel-first financial product for Indians who don’t see travel as an occasional luxury anymore, but as a regular part of how they spend and plan.

That idea didn’t come out of nowhere. Goteti spent years at Flipkart, where he rose to senior vice president roles, after an earlier stint at McKinsey. He also co-founded Protonn before Scapia. So he didn’t arrive as a first-time operator guessing at consumer internet behavior. He’d already spent years inside India’s online commerce machine.

Why Goteti had market fit

Because Scapia sits at the intersection of consumer tech, payments, and travel, founder-market fit matters here. Goteti’s Flipkart run gave him direct exposure to customer acquisition and category building. It also gave him a close look at the messiness of Indian consumer behavior. McKinsey gave him the strategy layer. Protonn, even though short-lived, added startup reps.

That mix helps explain why Scapia doesn’t look like a plain card startup. It behaves more like a consumer app with a financial product at the center. And that’s probably what General Catalyst is buying into as much as the travel thesis itself.

Traction, fundraising, and competition

Scapia’s product is live, and last year it resumed selling its co-branded cards after a year-long pause linked to regulatory and customer issues. The comeback had momentum behind it. Over the past year, flight bookings on the platform grew 5x to 6x, while hotel stays increased 8x, and Tier-2 and Tier-3 cities are making up a growing share of bookings.

On the funding side, General Catalyst led the new $63 million round, with Peak XV Partners and Z47 also participating. Scapia had raised $40 million in April 2025 in a Series B led by Peak XV, with Elevation Capital and Z47 joining that round. With the fresh capital, total funding has now reached $135 million. A big chunk will go into brand building and expanding the customer base across India. It’ll also fund hiring across AI-heavy functions and strengthen the product suite.

Competition is real, and it’s messy. Some rivals are co-branded travel cards tied to portals like ixigo, MakeMyTrip, Yatra, and EaseMyTrip. Others are legacy bank travel cards or standalone forex products. Scapia’s angle is that it doesn’t stop at issuance. It wraps card usage and UPI rewards into the same app as bookings, shopping, and trip discovery. That makes it less like a single-purpose card and more like a travel rewards operating system.

Why did General Catalyst back Scapia now?

This round looks less like survival capital and more like an acceleration bet.

Scapia says a significant share of the money will go toward brand building. That tells you something important. The product suite is broader now, but awareness still needs work. Travel rewards are crowded, and lots of people will only switch cards if the offer is obvious, simple, and constantly visible. Brand spend isn’t glamorous. It’s probably necessary.

The AI angle matters too. Scapia wants an AI-first approach across products and teams. That doesn’t just mean slapping chat into the app. If the company can use AI to improve trip planning and personalize offers, it could make the app stickier. It could also reduce friction inside support or underwriting-adjacent workflows. General Catalyst’s own comments around “new behaviors” suggest that’s the bet here: a travel habit wrapped around a financial identity, not the other way around.

But let’s not over-romanticize it. Scapia is still in build mode, and the numbers show that. In FY25, net loss narrowed 6% to ₹83 crore from ₹87.9 crore a year earlier. Operating revenue rose 71% to ₹28.7 crore from ₹16.8 crore. Including other income of ₹11.6 crore, total income reached ₹40.4 crore. Solid growth signals. Not proof that the model is fully settled.

How big is India’s travel fintech opportunity?

The market tailwinds are obvious.

India’s credit card market was worth $20.1 billion in 2025 and is projected to reach $39.5 billion by 2034, according to IMARC. Monthly credit card transactions hit 496 million in September 2025. By late 2025, UPI-linked credit card transactions accounted for around 40% of total credit card transaction volume. If you’re building a rewards-led card product that also wants everyday payment behavior, those numbers are a giant green light.

Travel demand is moving the same way. Skift says Indian outbound travel in 2023 was 110% above 2019 levels, with the country’s middle class already at 31% of the population. RedSeer’s travel market work pegged India’s total travel market at about $75 billion in FY20, with a path to more than $125 billion by FY27. Different research firms use different cuts. But the direction is the same: more travel, more digital booking, more payment volume attached to it.

That’s why Scapia exists now and not 10 years ago. UPI changed everyday payment habits. Co-branded cards got easier to distribute. Younger users got more comfortable managing money, rewards, and bookings inside one app. And Indian travel stopped being a once-a-year event for a lot of affluent and aspirational consumers.

What should you watch next from Scapia travel fintech?

The next thing to watch isn’t just card issuance.

It’s whether Scapia can turn this broader app strategy into habit. If Scapia Pay lifts repeat engagement, if AI-led trip discovery improves booking conversion, and if brand spending helps it win beyond metro users, then this round will look smart in hindsight. If not, it risks becoming another expensive co-branded card story with extra tabs in the app.

For now, the Scapia travel fintech story stands out because it’s trying to own a behavior, not just a transaction. That’s harder. It’s also where the upside is.

Read how Gabit raised $3.7M from angel investors to build a full-stack wellness platform combining a titanium smart ring, AI coaching, nutrition, recovery, and health tracking into one connected consumer product.

FAQ

– What is the latest Scapia funding round? 

 Scapia raised $63 million in May 2026 in a round led by General Catalyst. Peak XV Partners and Z47 also joined, taking the company’s total capital raised to $135 million. The fresh money is earmarked for brand building, AI-focused hiring, product development, and expansion across India.

– How does Scapia work for travellers? 

 Scapia works as a travel-and-payments app built around a co-branded credit card. Users can book flights and hotels in the app. They can also book domestic transport, earn rewards through card and UPI spending, pay bills through BBPS, and use features like Scapia Store and Scapia Experiences.

– Who founded Scapia? 

 Scapia was founded in 2022 by Anil Goteti, a former Flipkart executive. Before Scapia, he worked at McKinsey and also co-founded Protonn, which gave him a mix of consumer internet, strategy, and startup execution experience.

– Is Scapia a credit card company or a travel company? 

 It’s really both. Scapia sits in the travel fintech category, using a co-branded card as the entry point while building a broader product around bookings, rewards, UPI payments, and travel discovery for Gen Z and millennial users.

Gabit sells a health and wellness platform built around a titanium smart ring, coaching plans, nutrition products, and skincare. The fresh Gabit funding round brings in about ₹36.2 crore, or $3.7 million, from angel investors at a time when consumers are getting tired of fragmented health apps and basic fitness bands that don’t really help them change behavior. Founded in 2022 by husband-wife duo Gaurav Gupta and Arpana Shahi, the startup is trying to package tracking, coaching, recovery, and everyday wellness into one consumer product. That’s ambitious.

What is the Gabit smart ring and how does it work?

Gabit’s product is no longer just a smart ring. It’s a stack. A customer starts with the titanium ring, pairs it with the Gabit app, and uses that data to plug into fitness plans and nutrition support. Habit coaching is part of it too. The company also sells add-on health tools like blood work, a continuous glucose monitor, and a smart scale, so the app can pull in more than just motion and sleep data.

The ring itself is built for passive tracking, which is the point. You wear it all day, and the app turns that stream into daily scores and prompts around sleep, activity, stress, recovery, calorie balance, and even period tracking. The device tracks more than 150 health markers across sleep, recovery, activity, stress, and nutrition. The companion app layers AI-driven insights on top, along with customized fitness plans and habit coaching.

This is where Gabit is trying to separate itself from the usual wearable healthtech pitch. The app includes 30+ workout modes and auto workout detection. It also offers on-demand VO2 max tracking and an AI coach called PEP. It folds in services that most smart ring brands don’t own end to end — at-home blood testing, glucose tracking, coach interactions, and nutrition programs tied to actual goals like weight loss, staying fit, or improving skin health.

Before this kind of setup, a user typically had to juggle a smartwatch, a separate calorie app, another meditation app, maybe a nutrition coach, and then a skincare routine that had nothing to do with any of the above. Gabit is betting people will pay for one loop instead of five disconnected ones. That’s a strong idea. The harder test is whether people stay engaged after the novelty fades.

Who founded Gabit and what makes the team credible?

How Gabit started

Gabit was founded in 2022 by Gaurav Gupta and Arpana Shahi. The couple built the company around a clear thesis: most people deal with health only after something goes wrong, while consumer tech still treats sleep, fitness, food, stress, and skincare as separate categories. Gabit tries to bundle them into one operating system for daily health.

That founding story matters because the company didn’t begin with a commodity gadget. It began with a behavior problem. The ring is just the hook.

Why the founders fit this market

Gupta came into Gabit with real operating experience. He was elevated to cofounder status at Zomato after serving as its COO, and before that he worked as a consultant at AT Kearney. That mix — scale-up execution on one side, analytical ops discipline on the other — is useful when you’re trying to build a consumer hardware-plus-services company. Those are usually messier than pure software.

Shahi brings her own founder background as the former founder of SkillTap. That matters too. Gabit isn’t a single-product hardware startup. It’s trying to sell ongoing behavior change, which needs content, coaching, customer retention, and brand trust. A founder who has already built from scratch is more relevant here than a celebrity advisor with a big social following.

What Gabit has built so far

The company is live in market, and it has already spread beyond its initial wearable healthtech identity. Alongside the flagship smart ring, Gabit sells AI-powered coaching and personalized nutrition. It also has a skincare line with products such as sunscreens, serums, facewash, and moisturisers aimed at different skin types and concerns.

In December 2025, Gabit acquired Sweden-based nutrition brand Näck. That was a smart move. Not flashy — smart. If the startup wants to own more of the nutrition layer instead of just recommending supplements from third parties, buying a brand gives it more control over product, margin, and consumer experience.

How the round was structured

A group of angel investors provided the new capital, including Deepak Gupta, Arnab Basu, Manav Gupta, and Vilas Dhar. The board approved 4,274 pre-Series A5 compulsorily convertible preference shares in March 2026 at a face value of ₹100 and a premium of ₹38,786 per share, raising about ₹16.6 crore. In April 2026, Gabit followed that with another 4,573 pre-Series A5 CCPS at the same issue price, adding roughly ₹19.6 crore.

That takes the latest raise to around ₹36.2 crore. Gabit’s disclosed funding has now crossed $12.7 million, excluding an undisclosed round from Ranbir Kapoor and Badshah in 2025. Before this, the startup had raised $9.5 million in seed funding in 2023 from Norwest Venture Partners, Deepinder Goyal, and Kunal Shah.

How Gabit compares with rivals

Gabit is entering a crowded consumer wellness market, but not everyone is selling the same thing. Ultrahuman is the most obvious benchmark in India’s smart ring category, and it has pushed hard on premium health tracking and metabolic insight. Muse Wearables and HAR are also part of the local wearable healthtech set. Temple, backed by Deepinder Goyal, is going after a more experimental performance-wearable angle.

Gabit is doing something broader, and that’s both its edge and its risk. It doesn’t just sell a wearable. It sells a package that includes the ring, coaching, nutrition, supplements, skincare, and diagnostic inputs like blood work and glucose tracking. The legacy alternative isn’t only a rival startup. It’s the old habit of using a cheap fitness tracker, a generic protein tub, a skincare brand from somewhere else, and zero coordination between any of them.

Investors backing Gabit are betting on integration. If the company can make all those layers feel connected rather than bolted together, it has a shot at becoming more than a gadget brand. If it can’t, it’ll just look like a bundle.

Why does the latest Gabit funding matter?

This round gives Gabit room to keep building the expensive parts of the business that consumers actually notice — hardware, app intelligence, wellness services, and product depth outside the ring itself. That matters because a wearable startup can’t fake reliability for long. Sensors, battery life, app quality, supply chain, support, and coaching all show up fast in user reviews.

There’s another signal here. The investor list is mostly angel-heavy, which often means people are backing the founders as much as the current revenue line. In Gabit’s case, that makes sense. Gupta has already operated at scale, and the company has moved early to widen its offering through nutrition and skincare rather than staying boxed into one device.

It also tells you something about what investors now want from consumer healthtech. A standalone tracker is easier to copy. A full-stack wellness brand — if it actually works — is harder.

What does Gabit funding say about India’s smart wearables market?

India’s smart wearables market is projected to reach $10.26 billion by 2031. That headline number explains part of the excitement, but the more interesting shift is underneath it. Wearables are moving away from step counting and toward preventive health, recovery, sleep quality, metabolic data, and stress management. Consumers want interpretation now, not just raw numbers.

That shift is showing up in deal flow. Sychedelic recently raised $3.5 million in seed funding to scale manufacturing and expand research. It also plans to support a global launch of its health and wellness smart headphones in June 2026. Mave Health raised $2.1 million in March 2026 in a seed round led by Blume Ventures. Temple locked in $54 million earlier in 2026 at a post-money valuation of roughly $190 million.

Gabit isn’t arriving early. It’s arriving right when investor appetite is swinging toward consumer health products that blend hardware with software, diagnostics, and coaching. The market is hotter than it was 2 years ago. It’s also less forgiving.

Gabit funding looks like a sensible bet on where consumer health is heading in India — toward integrated wellness instead of isolated tracking. But the next thing to watch isn’t another fundraising headline. It’s whether Gabit can turn a broad product story into repeat use, strong retention, and a brand people trust beyond the ring.

Read how precision fermentation startup StrainX Bioworks raised $13M from Prime Venture Partners and Leo Capital to scale alternative protein manufacturing and food-grade biomolecule production in India.

FAQ about Gabit funding

– What is the latest Gabit funding round?  

 Gabit raised about ₹36.2 crore, or roughly $3.7 million, in a fresh round from angel investors. The money came through two tranches approved in March 2026 and April 2026, and the investor list includes Deepak Gupta, Arnab Basu, Manav Gupta, and Vilas Dhar.

– How does Gabit’s product actually work?  

 Gabit works as a connected health platform centered on a titanium smart ring and a companion app. The system tracks sleep, stress, recovery, activity, and nutrition data. It then connects that information to AI coaching, workout plans, blood work, CGM inputs, and smart-scale readings so the user gets recommendations instead of just graphs.

– Who founded Gabit?  

 Gabit was founded in 2022 by Gaurav Gupta and Arpana Shahi, a husband-wife team with startup experience. Gupta previously held senior operating roles at Zomato and was elevated to cofounder status there, while Shahi had earlier founded SkillTap.

– Is Gabit a smart ring company or a broader wearable healthtech startup?  

 It’s broader than a smart ring company. The ring is the flagship product, but Gabit also sells personalized nutrition, AI-driven coaching, skincare, and health services, which puts it in the wearable healthtech and digital wellness category rather than plain consumer electronics.

StrainX Bioworks is a precision fermentation startup building alternative proteins and other high-value biomolecules with engineered microbes. The Bhopal-based company has raised $13 million, or about ₹124 crore, in a round led by Prime Venture Partners and Leo Capital as it emerges from stealth. The bet is clear: India has scientific talent in abundance, but very little non-pharma fermentation infrastructure built for food-grade ingredients at commercial scale. Founded in 2023 by IIT Delhi alumni Akshay Mittal and Dr. Alok Malaviya, StrainX wants to close that gap with manufacturing in Bhopal. Its R&D is in Bengaluru.

What does the precision fermentation startup StrainX Bioworks do?

StrainX Bioworks engineers microbes to produce high-value biomolecules, then scales those organisms through precision fermentation so the output can be manufactured reliably instead of staying stuck in the lab. Its current focus is food ingredients. The platform also targets nutraceuticals, beauty, and broader non-animal biomolecules for categories like nutrition and cosmetics. The company describes the process as turning engineered microorganisms into ingredients for commercial applications.

That matters because StrainX isn’t just doing the science demo. Mittal has described it as a “full-stack approach,” and that fits here. The company handles strain engineering and fermentation. It also manages process scale-up, product development, manufacturing, and commercialization in-house rather than handing off each stage to a different partner.

For a customer, the workflow is straightforward. A brand or ingredient buyer wants a specific molecule or functionality — taste, texture, nutrition, clean-label performance, or a bioactive compound. StrainX designs microbial strains for that target, runs fermentation at scale, and works the downstream process until the ingredient hits the purity, batch size, and application needs the buyer cares about. Mittal said products can sell for anywhere from a few hundred dollars to a few thousand dollars per kilogram, depending on purity, packaging, size, and end use.

There’s also a practical angle. Old-school biotech handoffs are messy. One lab proves the molecule. Another facility tries to scale it. A third partner deals with productization. StrainX is trying to remove that friction by keeping the wet lab and fermentation know-how under one roof in India, along with its manufacturing footprint.

Who founded the precision fermentation startup StrainX Bioworks?

Founded to fix a manufacturing bottleneck

StrainX was founded in 2023 by Akshay Mittal, the company’s founder and CEO, and Alok Malaviya, its co-founder and CTO. Both are IIT Delhi alumni, and the company spent roughly the last 2 to 3 years building quietly before formally stepping out of stealth in May 2026. The thesis was simple but not easy: India had plenty of biology talent, but very limited precision fermentation infrastructure suited to food proteins and ingredients rather than pharma-style production.

Mittal brings the business side. Before StrainX, he was active as a serial entrepreneur and angel investor and was associated with First Coffee Ventures. That mix matters. Precision fermentation companies don’t fail only on science. They also fail on cost structure, partnerships, and the ugly work of getting from lab output to repeatable manufacturing.

Malaviya brings the deeper technical background. He earned a PhD in Biochemical Engineering and Biotechnology from IIT Delhi and worked across Reliance Life Sciences, KAIST, ICGEB, and DuPont India before joining Christ University in Bengaluru. His background is unusually on-point for this job: industrial biotechnology, fermentation process development, bioprocess R&D, and food, feed, and nutrition applications.

Early traction, team, and the $13M raise

This isn’t a paper company. StrainX already operates a Bhopal fermentation facility with 10,000 liters of capacity, and it has completed verified fermentation runs at that scale. The company has US clearance to commercialize its first molecule and is now working toward Indian approvals. SynBioBeta reported a more specific detail: one molecule already has US self-GRAS status.

The team is already sizable for a startup this young. StrainX has around 100 employees, with roughly one-third in the Bengaluru R&D lab and the rest in Bhopal across manufacturing, engineering, and operations. It plans to double headcount to 200 by the end of the current financial year. It also plans to expand into new science verticals.

Prime Venture Partners and Leo Capital led the funding round, with participation from Good Startup, Sparrow Capital, Sun Icon Ventures, Dholakia Ventures, and WindT Angels, which was founded by IIT Delhi alumni. Good Startup is based in Singapore and this is its first India investment. The fresh capital will expand capacity at the Bhopal biomanufacturing facility, push StrainX into commercial-scale production, and add more scientists and technical capability in Bengaluru.

How does StrainX Bioworks compare with other precision fermentation startups?

India’s precision fermentation bench is still small, so the closest comparisons are a mix of partial overlaps rather than perfect clones. String Bio, for example, has built a gas fermentation platform and sells ingredients across human nutrition and agriculture. It also targets emerging markets. Fermbox Bio is also building a synthetic biology and precision fermentation platform, but its work spans biomaterials and enzymes. It also covers industrial products and broader bio-based manufacturing. Loopworm sits in the wider alternative protein bucket too, though its model is very different — it uses silkworm-based production instead of bioreactors and is targeting proteins for feed, diagnostics, and animal health.

StrainX stands out on cost and integration. Mittal argues that manufacturing in India gives the company a pricing edge, and recent coverage says a Western company would need 3 to 4 times as much capital to build comparable infrastructure. StrainX is also more vertically integrated than a lot of biotech startups that stop at R&D and rely on outside scale-up partners. That doesn’t guarantee success. But it gives the company a cleaner shot at margins and speed if commercialization lands.

The legacy alternative is still contract manufacturing or infrastructure built for pharma. And that’s the gap StrainX is attacking. Food proteins and specialty ingredients need different downstream processing, regulatory workflows, and economics. If StrainX can make those pieces work from Bhopal instead of outsourcing them across multiple vendors, it has a real edge.

Why this precision fermentation startup funding round matters?

This round isn’t about hiring a few scientists and polishing a deck. It’s about turning a fermentation platform into commercial production. StrainX says its current 10,000-liter setup can scale 10x over the next 2 years, and the immediate use of funds is tied directly to that jump. That’s the difference between an impressive biotech story and an actual ingredient business.

It also says something about investor appetite. Prime Venture and Leo Capital aren’t backing a single-product thesis here. They’re backing a platform that already has infrastructure, a 100-person team, and regulatory progress in the US. If StrainX hits commercial output on time, this raise could look less like a startup round and more like the early financing of an Indian biomanufacturing asset.

How big is India’s bioeconomy opportunity for StrainX?

The macro case is big enough to get VCs interested. India’s bioeconomy grew from $10 billion in 2014 to $165.7 billion in 2024, contributes 4.25% to GDP, and has been expanding at a 17.9% CAGR over the last 4 years. The government’s target is $300 billion by 2030. Another important number: India’s biotech startup base has gone from around 50 a decade ago to nearly 11,000.

Policy support is getting more explicit too. On February 1, 2026, Finance Minister Nirmala Sitharaman announced Biopharma SHAKTI with a ₹10,000 crore outlay over 5 years. The programme is aimed at strengthening end-to-end biological manufacturing and research. It also targets regulatory capacity. Layer that on top of BioE3, Bio-RIDE, a single-window push for biological research, and BIRAC-backed startup support, and you can see why companies like StrainX are being built now instead of 5 years earlier.

Money is already following the category. In May 2026, Cellogen Therapeutics raised about $2 million from Kotak Alternate Asset Managers. In March 2026, probiotics maker ELMED Life Sciences raised $2.7 million in a Series A round from the NABARD-backed AgriSURE Fund. StrainX’s round is larger, but it’s part of a broader pattern: biotech in India is getting financed as industrial capacity, not just academic promise.

StrainX Bioworks still has a lot to prove. Fermentation economics can look great on slides and ugly in production. But the company already has a 10,000-liter base, a technical founder who’s spent years in industrial biotech, and investors willing to fund the hard part — scale.

Read how Yes Madam raised ₹50 Cr from Info Edge Growth Fund to scale its at-home salon and spa platform across India while investing in tech, partner networks, and customer trust.

FAQ

– What funding did StrainX Bioworks raise? 

 StrainX Bioworks raised $13 million, or roughly ₹124 crore, in May 2026. Prime Venture Partners and Leo Capital led the round, and Good Startup, Sparrow Capital, Sun Icon Ventures, Dholakia Ventures, and WindT Angels also joined.

– What does StrainX Bioworks actually make? 

 StrainX makes high-value biomolecules using synthetic biology and precision fermentation. Its current commercial focus is food ingredients. The platform also targets nutraceuticals, beauty, and other non-animal biomolecules that need reliable quality, clean-label performance, and manufacturing.

– Who are the founders of StrainX Bioworks? 

 StrainX was founded in 2023 by Akshay Mittal and Dr. Alok Malaviya, both IIT Delhi alumni. Mittal brings operating and investing experience, while Malaviya brings deep fermentation and industrial biotech credentials from roles spanning Reliance Life Sciences, DuPont India, ICGEB, and academia.

– Is precision fermentation a big market in India? 

 Yes — and the category is getting easier to take seriously. India’s bioeconomy reached $165.7 billion in 2024 and is targeted to hit $300 billion by 2030, while government policy in 2026 added a ₹10,000 crore Biopharma SHAKTI push to strengthen biological manufacturing and commercialization.

Yes Madam runs an at-home salon and spa platform that sends trained beauty professionals to customers’ homes across India. The Yes Madam funding round brings in ₹50 Cr from Info Edge Growth Fund in the startup’s first institutional raise after years of being bootstrapped and profitable. It’s chasing a simple problem: salon services at home are still a trust-and-hygiene business, and customers hate price opacity almost as much as they hate bad service. Founded in 2016 by Mayank Arya, Aditya Arya, and Akanksha Vishnoi, the company now wants this fresh capital to open more cities, improve its tech, and tighten its partner network.

What is Yes Madam and how does it work?

At a basic level, Yes Madam is a home salon booking platform. A customer enters their location on the app or website, browses available services, picks a slot, and books a beautician to come home. The platform also supports quicker bookings for urgent needs. That matters.

The service menu is broad enough to feel like a real salon, not a stripped-down doorstep version. It covers waxing, facials, clean-ups, mani-pedi, threading, body polishing, hair services, nail art, bridal packages, spa treatments, and newer categories like HydraGlo and laser treatments. And it isn’t just aimed at women — Yes Madam serves both male and female customers, with waxing and facials still acting as anchor services.

What makes the model more interesting is what it removes from the old offline salon routine. Customers don’t need to travel or wait. They also don’t have to guess what products are being used. Yes Madam separates service and product charges, uses its own mono-dose single-use packs for more transparency, and includes the usual platform basics like verified experts and secure payments. It also offers a satisfaction promise. That’s not flashy tech. In this category, boring operational trust is the product.

Who founded Yes Madam and what traction has it built?

The founding story

Yes Madam started in 2016 after a bad personal experience with home salon services. Mayank Arya and Aditya Arya built the company after a botched appointment left their wives with severe skin reactions. That pushed them toward a model built around pricing transparency and tighter product control. It also meant more accountability from service professionals. Akanksha Vishnoi later joined the founding team and took on the brand and marketing side.

Why the founders fit this category

Mayank Arya’s background is less beauty and more hard-knocks entrepreneurship. He spent his early career in the Merchant Navy, then built multiple businesses in Liberia in 2009 and became wealthy before returning to India after violence and the Ebola outbreak hit those ventures. Aditya Arya also came from the maritime world — he became a 2nd mate and, at 26, trained to become a Dynamic Positioning Officer in 2012 before leaving that track for entrepreneurship. Akanksha Vishnoi studied BBA LLB at Symbiosis Law School. She brought brand-building instinct, design sense, and marketing ownership into the company.

Traction, partner economics, and the numbers that matter

This isn’t a tiny experiment anymore. Yes Madam is active in around 55 cities, fulfills about 3 lakh bookings a month, and has completed more than 65 lakh bookings since launch. Customer retention is close to 80% and NPS is around 50, which suggests people aren’t treating it like a one-off convenience purchase. The platform also works with more than 12,000 partner professionals.

The supply side is a big part of the pitch. Yes Madam says its low-commission structure helps partners earn about ₹25,000 a month on average, with top performers making up to ₹60,000. Its official material also highlights BWSSC-certified training and insurance-related benefits. It also points to support systems for service partners. That matters because beauty-at-home platforms live or die on professional retention, not just customer acquisition.

The financial profile is what probably got investors comfortable. Yes Madam says it remained bootstrapped until now, posted a profit of ₹1.8 Cr in FY25, and lifted revenue to ₹195 Cr in FY26 from ₹94 Cr in FY25. It also said EBITDA for FY26 was expected to grow 368% year on year from ₹2.6 Cr in the previous fiscal. The company showed up on *Shark Tank India* in 2024. But this Info Edge cheque is the real institutional validation.

What the funding round looks like

The new round is ₹50 Cr, or about $5.2 Mn, from Info Edge Growth Fund. It’s the company’s maiden institutional funding round. This isn’t seed money for a still-figuring-it-out startup — it’s growth capital for a business that has already built revenue and profitability. Yes Madam says it will use the money to enter more Indian cities, improve its technology stack, deepen its professional network, and sharpen customer experience.

How does Yes Madam compare with Urban Company and Snabbit?

Urban Company is still the obvious benchmark. It’s a much broader home-services platform, covering beauty and wellness alongside cleaning, repairs, and maintenance. Yes Madam is narrower and more category-focused, which can be an advantage if execution stays tight. It doesn’t need to be everything to everyone. It just needs to be really good at beauty and wellness at home.

Then there’s the next wave of faster, more local competition. The source article names GetLook, Swagmee, and GlamCode as emerging rivals, while BilluCare has pushed into rapid-response salon delivery with service promised in roughly 30 to 45 minutes. Snabbit went one step further in May 2026 with an instant salon-at-home launch in Bengaluru after a pilot that completed more than 2,000 beauty jobs in six weeks. Average fulfilment was under 15 minutes.

Yes Madam’s answer isn’t raw speed alone. It’s trying to win on trust, partner economics, and repeatability. Inc42 reported earlier in 2026 that the company had begun shifting top performers to a 0% commission structure, leaning more on product margins and platform fees instead. Pair that with mono-dose packaging and transparent line-item pricing, and the play is clear: become the specialist brand customers trust and the platform professionals prefer.

How does Yes Madam funding change the company now?

This round matters because it changes the pace of execution, not the survival odds. Yes Madam was already profitable and had already built real scale without outside institutional capital. So the Info Edge investment looks less like a bailout and more like an accelerator for a model that’s already working.

It also gives the company room to invest in the less glamorous parts of the business. Better dispatching and better partner onboarding need capital. So do sharper customer experience and more reliable service quality across new cities. In a home-services business, the tech stack isn’t there to look clever. It’s there to reduce no-shows, improve matching, handle repeat bookings, and stop operations from turning messy as coverage expands.

There’s also a margin story underneath the salon story. Yes Madam earns from service commissions, product sales, and training fees, and it wants more of its future growth to come from private-label products and beauty devices used by professionals on the platform. If that piece scales, this stops being just a booking company and starts looking more like a services-plus-products engine. The company has also said it wants to enter GCC and Southeast Asian markets later.

How big is India’s at-home salon market getting?

The direct home-salon market is still fragmented, but the broader demand pool is large and getting larger. IMARC puts India’s beauty and personal care market at $31.19 Bn in 2025 and projects it will reach $48.72 Bn by 2034, with a 5.08% CAGR. That’s the backdrop for why investors are still paying attention to startups that can turn grooming into a repeat, app-led service.

There’s also a second trend that fits Yes Madam’s strategy neatly: beauty devices are growing faster than the wider category. IMARC estimates India’s beauty devices market reached $2.1 Bn in 2025 and could hit $7.4 Bn by 2034. That lines up with Yes Madam’s plan to grow private-label device sales, which could become a much better business than relying only on marketplace commissions.

Consumer behavior has shifted too. People are more comfortable booking services at home, more sensitive to hygiene, and less loyal to neighborhood salons if an app can give them convenience plus trust. Investors clearly see that shift — Snabbit alone raised $56 Mn in April 2026 to expand instant home services. So this category isn’t cooling off. It’s speeding up.

Yes Madam funding is interesting because it backs a category specialist at a moment when home services are splitting into two camps — broad super-apps and focused operators. The question now is whether the company can keep service quality high while adding cities, partners, and product revenue at the same time.

Read how abcoffee raised ₹61 crore in a pre-Series B led by Kliff Ventures to scale its tech-enabled grab-and-go coffee chain across Mumbai, Delhi NCR, and Bengaluru while doubling down on subscriptions, supply chain, and app-led repeat ordering.

FAQ

– What is the Yes Madam funding amount and who invested? 

 Yes Madam raised ₹50 Cr in its maiden institutional funding round from Info Edge Growth Fund. The company plans to use the capital for city expansion across India, stronger tech infrastructure, a deeper professional network, and a better customer experience.

– How does Yes Madam work for salon at home bookings? 

 Customers book through the Yes Madam app or website by entering their location, selecting a service, choosing a time slot, and confirming the appointment. The platform offers categories like waxing, facials, hair care, nail services, and spa treatments, with verified professionals visiting the customer’s home.

– Who founded Yes Madam? 

 Yes Madam was founded in 2016 by Mayank Arya, Aditya Arya, and Akanksha Vishnoi. Mayank and Aditya came from maritime careers before building the business, while Akanksha brought legal training, design instincts, and brand-building experience into the founding team.

– Is at-home salon services a big market in India? 

 Yes — and it sits inside a much larger beauty and personal care market that IMARC valued at $31.19 Bn in 2025. That market is projected to reach $48.72 Bn by 2034, and adjacent categories like beauty devices are expanding even faster, which helps explain why startups and investors keep pushing into home beauty services.

abcoffee is a Mumbai-based specialty coffee chain built around a tech-enabled grab-and-go format. The abcoffee funding round has brought in ₹61 crore in a pre-Series B led by Kliff Ventures, at a time when a lot of Indian coffee drinkers want better coffee without paying sit-down café prices or wasting 15 minutes in line. Founded in 2022 by Abhijeet Anand, the company plans to use the money to deepen its footprint in Mumbai, Delhi NCR, and Bengaluru. It also wants to put more muscle behind tech, supply chain, subscriptions, and product development.

What is abcoffee and how does it work?

abcoffee is trying to turn premium coffee into a repeat, low-friction purchase. A customer opens the app, finds a nearby store, picks a drink or food item, and checks out in a few taps. The app is built around speed — saved preferences, nearby store discovery, smart search, and a 3-tap ordering flow meant for rushed mornings, office breaks, and transit stops rather than slow café hangs.

Then there’s absub, the company’s subscription layer. Instead of one flat membership, abcoffee offers different cards for different routines, and users can track usage and balance in real time inside the app. Subscribers also get priority access to offers and new menu launches. That matters.

The more interesting piece is abcircle. That system lets customers log order IDs from multiple channels — the app, subscriptions, dine-in, and aggregator platforms like Swiggy and Zomato — and roll them into one rewards identity. That’s not a small tweak. It means abcoffee isn’t treating loyalty as an app-only feature. It’s trying to stitch together behavior from everywhere the customer buys.

Here’s what manual work this removes: a lot of the annoying bits. Less queueing and re-order friction. Less dependence on a barista remembering your usual. For the company, it creates cleaner data on frequency, channel mix, and repeat behavior. That’s exactly what a grab-and-go chain needs if it wants to scale without turning every outlet into a full café operation.

Who founded abcoffee and how far has it scaled?

The founding story

abcoffee was founded in 2022 by Abhijeet Anand in Mumbai. Anand has framed the company around one blunt question: why should a decent cup of coffee still feel like a luxury in India when the country already grows high-grade beans? That idea shows up in the brand’s core pitch — premium Indian coffee, faster format, lower price point, wider access.

Why Anand looks like a credible builder for this category

Anand didn’t come out of a traditional café chain background. He studied petroleum engineering at IIT-ISM and spent nearly a decade at Schlumberger across engineering, commercial, and people-management roles before starting abcoffee. He left a global corporate career to build the company, which fits the business better than it first appears. Compact retail formats live or die on execution and process discipline. Throughput matters too.

The traction and early signals

The company now operates more than 90 outlets across Mumbai, Delhi NCR, and Bengaluru. In FY26, revenue doubled year on year, store-level EBITDA jumped 193.2%, and about 60% of customers returned for repeat purchases. It says 54% of takeaway orders now come through the abcoffee app. The digital subscription system contributes nearly half of all app orders and pre-sells more than 40,000 cups every month.

That operating story matters more than the store count by itself. abcoffee isn’t pitching itself as a lifestyle café brand first. It’s pitching a habit business. Frequency, app ordering, and prepaid demand matter as much as footfall. The recent launch of Matcha and Procaff, its protein coffee line, fits that logic too because both push the menu toward functional, everyday consumption rather than once-in-a-while indulgence.

The fundraising details

The new round brings in ₹61 crore, or about $6.4 million, in pre-Series B funding led by Kliff Ventures. Hero Enterprise Partner Ventures, Merisis Venture Fund, and Stride Ventures also joined. With this round, abcoffee’s total funding has crossed $11 million, including its earlier $3.4 million Series A led by Nexus Venture Partners.

The money won’t just pay for new storefronts. abcoffee plans to use it for expansion across existing and new markets in Mumbai, Delhi NCR, and Bengaluru. It’s also investing in customer engagement, subscriptions, supply chain, product innovation, tech, and backend infrastructure. In plain English: it’s funding both more stores and the software-and-ops layer that keeps those stores moving.

Competition and market positioning

abcoffee is fighting on two fronts. One is specialty coffee retail, where Blue Tokai is still the obvious reference point — the company now operates more than 175 cafés and is in the middle of a ₹175 crore funding extension. The other is the newer quick-service coffee wave, where younger brands like First Coffee are also pushing single-origin Indian coffee through a faster, convenience-led format.

There are adjacent rivals too. Sleepy Owl and Country Bean helped train Indian consumers to buy premium coffee outside the traditional café visit, mostly through home and packaged formats. Nothing Before Coffee plays a broader QSR-style café game. abcoffee’s bet is narrower and sharper: compact decks and lower dwell time. It’s also built around app-led repeat ordering and pricing for frequency rather than occasion.

Why does the abcoffee funding round matter?

Because this round looks less like celebration money and more like operating capital for a format that can get complicated fast.

Store-led food and beverage expansion is expensive if every outlet needs big real estate, large crews, and long customer dwell time. abcoffee is avoiding that trap by pushing a cluster-led buildout in dense urban pockets, including office, residential, and transit-heavy micro-markets. That gives it a better shot at tighter delivery loops and better procurement planning. It also boosts brand visibility without pretending every neighborhood needs a lounge-style café.

The second reason it matters is the mix of spending priorities. If the company were only opening outlets, this would be a standard retail expansion story. But money is also going into subscriptions, backend systems, and customer-facing tech, which suggests management thinks the real moat is repeat behavior, not just store count. That’s a smarter thesis. Coffee chains get copied all the time. Habit loops are harder to copy.

Kliff Ventures also isn’t a random name on the cap table. It comes out of K Hospitality, which gives this deal a more operational flavor than a pure financial one. That doesn’t guarantee anything. But it suggests investors are backing abcoffee as a retail execution story, not just another consumer brand with nice packaging.

How big is India’s specialty coffee market?

The near-term category tailwind is real. India’s ready-to-drink coffee market generated $1.723 billion in 2024 and is projected to reach about $2.676 billion by 2030, growing at a 7.5% CAGR from 2025 to 2030. That’s smaller than the $20 billion headline figure sometimes used in broader coffee discussions, but it’s still big enough to support multiple models across café, packaged, and on-the-go consumption.

Coffee demand in India has been climbing in a more basic sense too. The Coffee Board says domestic demand rose from 84,000 tonnes in 2012 to 91,000 tonnes in 2023, driven by café culture, higher disposable incomes, and younger consumers trading up into premium and specialty offerings. It also says specialty coffee is no longer just a metro luxury. That’s a big clue about where the next leg of growth could come from.

That’s why the “third wave” framing around Indian coffee doesn’t feel like empty marketing. Consumers are learning to care about origin, brew style, and quality. At the same time, they also want convenience, better prices, and formats that fit office commutes and everyday routines. That split creates room for chains like abcoffee, which don’t need to look like legacy coffeehouses to build a serious business.

What should you watch after the abcoffee funding round?

Watch execution, not the headline number.

The next real test is whether abcoffee can keep its format sharp as it densifies Mumbai, Delhi NCR, and Bengaluru. Not just more outlets. Better micro-market selection, faster throughput, cleaner supply chains, and menu innovation that actually lifts repeat usage. If that holds, the company starts to look less like a trendy coffee startup and more like a disciplined urban retail machine.

Also watch the category pressure. Blue Tokai is scaling. Newer grab-and-go chains are showing up. Home-first specialty brands still shape consumer taste. So the abcoffee funding round only matters if the company can turn its app, subscriptions, and compact store model into something customers use almost automatically.

Read how Titan Capital launched Future Indicorns: Request for Startups – Business AI, a new initiative aimed at discovering and backing ambitious early-stage AI startups building the next generation of business software in India.

FAQ

– What is the latest abcoffee funding round? 

 The latest abcoffee funding round is a ₹61 crore pre-Series B led by Kliff Ventures. Hero Enterprise Partner Ventures, Merisis Venture Fund, and Stride Ventures also participated, and the capital will support expansion plus deeper investment in technology and operations.

– How does abcoffee work for customers? 

 abcoffee works like a fast coffee QSR with a strong app layer. Customers can find a nearby outlet and place an order in a few taps. They can also use subscription cards through absub and connect purchases from multiple channels into one rewards identity through abcircle.

– Who is Abhijeet Anand, the founder of abcoffee? 

 Abhijeet Anand is the founder and CEO of abcoffee, which he started in 2022. Before that, he studied at IIT-ISM and spent close to 10 years at Schlumberger in engineering and management roles, which helps explain the company’s process-heavy, efficiency-first operating style.

– Is abcoffee a café brand or a quick-service coffee chain? 

 It’s closer to a quick-service coffee chain than a traditional sit-down café brand. The company uses compact, high-efficiency formats and leans hard on mobile ordering, subscriptions, and repeat consumption, which puts it in a different lane from slower café-first players.