Startup Deep Dive : Pesto Tech — an eight-year pivot that ended in an acquihire

Pesto Tech spent seven years trying to convince the world that a software engineer in Gurugram could do a Silicon Valley job just as well as one in San Francisco, for a fraction of the salary. In June 2025 that argument ended not with an IPO or a funding round but with an acquihire: Scale AI hired the Pesto team, the platform shut down, and the founder who built the pitch became somebody else’s head of growth, as reported by TechCrunch.

The company had raised a modest $2 million in disclosed funding, changed its business model at least three times, and reported FY25 revenue of just ₹4.06 crore (~$0.42 million at $1 ≈ ₹96.0), down roughly 62% from ₹10.69 crore the year before, according to corporate filings compiled by Tofler and Tracxn. This is the story of what Pesto Tech actually built, what its numbers say, and why an eight-year-old startup backed by Product Hunt’s Ryan Hoover and Swiggy’s founders ended up folded quietly into someone else’s roadmap.

Quick facts

What they do

Pesto Tech’s business, in its last public form, was matching pre-vetted Indian software engineers with remote roles at overseas companies and handling the compliance, payroll and HR paperwork that normally stops a US or European startup from hiring in India directly. The company described itself on its own site as helping firms “hire top remote developers” through what it called an AI recruiter, and said it had worked with more than 200 global product-based companies as clients, per its own marketing pages. That framing was the end point of a business that began, in 2017, as something much simpler: an outsourcing shop that placed Indian engineers on projects for US clients.

The origin

Ayush Jaiswal met Andrew Linfoot at a co-working space in Delhi in 2017, at a point Jaiswal later described to Inc42 as two years into being effectively bankrupt while chasing a startup idea. Linfoot had worked in the US tech industry and understood what a Silicon Valley engineering team actually looked like day to day. The two men tested a hypothesis: could an Indian engineering team, working for a US client, hold up against local hires on the same project? According to Inc42’s account of the founders’ own retelling, the Indian engineers turned out to be “fluent in English, had computer science degrees and worked harder than most” of their Californian counterparts. That single trial reframed the business. Instead of quietly staffing projects, Jaiswal and Linfoot decided the real opportunity was training more engineers to hit that bar and then placing them directly into remote jobs, cutting out the staffing-agency middle step entirely.

The struggle years

The shift from staffing to education was not a single clean pivot; it was a series of them, each one changing who the company actually served.

• 2017-2018: Founded as an outsourcing/staffing arrangement pairing Indian engineers with US clients, before formal incorporation of the India entity on 19 September 2018 (Tofler, MCA record).
• Early 2018: Pivot from staffing to education — the company built its first cohort-based, in-person “Residency” bootcamp in Delhi rather than continuing to broker placements directly (Inc42).
• 2019: Adopted an income-share agreement (ISA) as the core revenue model — zero upfront tuition, with graduates paying 17% of salary for up to 36 months, capped at ₹20 lakh, and waived entirely if a graduate’s new salary did not reach 1.5 to 2 times their pre-programme pay (The Week/PTI wire, January 2020; Inc42).
• January 2020: Launched “Pesto Remote,” a 16-week online version of the programme, after the in-person Residency model capped how many engineers could be trained in Delhi at once (The Week/PTI wire). The pivot was a scale fix: only 123 candidates qualified out of more than 1.1 lakh developers who had applied to its programmes by that point, per the same report.
• 2020: Co-founder Andrew Linfoot exited the company; Rahul Jaimini, the former Swiggy co-founder and CTO, joined as co-founder and COO the same year (YourStory).
• 2023 onward: Second major pivot — from a consumer-facing, ISA-funded bootcamp to a B2B remote-hiring and “AI recruiter” platform, charging companies rather than engineers, and adding payroll/compliance handling for cross-border hires (pesto.tech product pages).

None of these changes were framed publicly as failures at the time. Read together, though, they describe a company that never found one durable way to charge for what it did, and kept redesigning the business around whichever side of the transaction — the trainee or the hiring company — seemed more willing to pay.

The turning point

The clearest before-and-after in Pesto Tech’s history is 2 June 2025, when TechCrunch reported that Scale AI had hired the team behind Pesto AI, with Pesto shutting down its own operations as a result. Before that date, MCA filings compiled by Tofler and thecompanycheck show a company already contracting: revenue had fallen from ₹10.69 crore in FY24 to ₹4.06 crore in FY25, a decline of roughly 62%, and headcount on the India entity’s payroll had fallen from 38 employees in April 2024 to 9 by January 2025, a drop of about 57% year-on-year (thecompanycheck; Tofler). TechCrunch separately reported, citing LinkedIn, that Pesto had 71 employees globally at the time of the Scale AI move — a materially larger number than the Indian entity’s own payroll count, consistent with a workforce spread across contractors and non-payroll roles rather than a discrepancy in the filings themselves. After the deal, Ayush Jaiswal became head of growth at Scale AI, writing that joining marked “the next chapter in a journey I’ve been deeply passionate about,” per TechCrunch’s report of his statement. No acquisition price was disclosed on either side; TechCrunch and other outlets covering the deal describe it consistently as an acquihire rather than a purchase of the company as a going concern.

The money behind it

• May 2019 — $2 million seed round led by Matrix Partners India (now Z47), with participation from Swiggy co-founders Sriharsha Majety, Rahul Jaimini and Nandan Reddy, Innov8 founder Ritesh Malik, Posist founder Ashish Tulsian, and OIC Capital’s Jack Yeung (YourStory; Inc42; Z47’s own news page). This was the company’s only round with a publicly disclosed amount.
• October 2020 — an angel round of undisclosed size, with investors including Ryan Hoover (Product Hunt founder), Sahil Lavingia (Gumroad), Anand Chandrasekaran, Ankur Nagpal (Teachable), Hiten Shah, Andreas Klinger (Remote First Capital), Maran Nelson, Derek Anderson and Cindy Bi (Inc42; YourStory). The company said the money would fund international expansion and a stronger Silicon Valley presence.
• Total raised: $2 million is the only figure confirmed by named, dated press reports. Data aggregators disagree sharply beyond that — Tracxn’s own pages show figures ranging from $2 million to $6.23 million across different listings, and other trackers cite totals as high as $8-12 million, apparently folding in the undisclosed 2020 round and other unlisted activity. None of the higher figures are corroborated by a named source article, so they are reported here as aggregator estimates, not confirmed fact.
• Valuation: not disclosed at any round, by any source found for this piece.
• What each backer changed: Matrix Partners India’s lead gave the company its first institutional credibility and Swiggy-founder validation just as it pivoted into education. The 2020 angel round, heavy with US product and community-building operators (Product Hunt, Gumroad, Teachable), pushed the company toward positioning itself as a global, Silicon Valley-facing brand rather than a purely domestic training provider.

How it makes money

Pesto Tech ran two fundamentally different revenue models over its life, and the switch between them is the most important thing to understand about the business.

• Phase 1 — income-share agreement (2019 to roughly 2022-23): zero upfront tuition; graduates paid 17% of their salary for up to 36 months once hired, capped at a total of ₹20 lakh, and owed nothing if their new salary did not reach 1.5 to 2 times their pre-programme pay (The Week/PTI wire; Inc42). Money came in only after a graduate was placed and earning above that threshold — a structural lag between the cost of training a cohort and the cash collected from it.
• Phase 2 — B2B recruiting/EOR fees (from roughly 2023): the company repositioned as a platform where hiring companies, not trainees, paid. Pesto’s own site described an “AI recruiter” workflow: companies specify requirements, get matched to pre-vetted developers, and Pesto handles HR, compliance, payroll and logistics for the cross-border hire. The exact fee structure — a placement fee, a payroll spread, or a subscription — was not disclosed in any source found for this piece, so it is not stated here as a specific number.
• Where the margin sits: in Phase 1, margin depended on how many graduates cleared the salary threshold and paid reliably for three years — a slow, collections-dependent model with a real risk that people who lost jobs mid-contract still nominally owed under the agreement’s terms, a criticism levelled at ISA structures generally, not only at Pesto specifically.
• What people got wrong: by the time of the Scale AI deal, Pesto was routinely described in coverage as a “remote developer recruiting platform” (TechCrunch) rather than an education company — the bootcamp brand persisted publicly well after the underlying business had become a hiring and compliance service.

The numbers

Public financial detail on Pesto Tech (India) Private Limited is thin: the company’s MCA filings are only partly visible without a paid Tofler or Tracxn subscription, and profit-and-loss figures were locked behind paywalls on every source checked for this piece. What is verifiable, in ₹ crore, is the revenue line for the two most recent filed years, plus the decline rates each source separately reported.

Both the FY24 decline and the FY25 decline are reported independently by two different aggregators (thecompanycheck and Tofler, each drawing on the same underlying MCA filings), and the magnitude is internally consistent: a company earning about ₹10.69 crore that then falls roughly 62% lands close to the reported ₹4.06 crore for the following year. No FY23 figure could be confirmed without paid access, so it is left blank here rather than estimated.

Where the money comes from

Pesto Tech never published a formal revenue split by geography, client segment or product line, so this section stays close to what is verifiable rather than modelling a breakdown that was never disclosed.

• Client base: more than 200 global product-based companies, per the company’s own marketing copy — named examples cited in coverage include Pulley, Clipboard Health, OnDeck and Opyn (Inc42; pesto.tech).
• Talent pipeline: the company said it had trained and placed more than 4,000 developers into remote roles over its life (pesto.tech “About” page, company-stated, undated).
• Alumni destinations: the company’s own site names Google, Amazon, Flipkart, Rippling and Zomato among the employers of its graduates — this describes where trained engineers work, not necessarily paying clients of the later B2B hiring product, and should be read as a talent-outcome claim rather than a client list.
• The surprise: the public-facing brand kept emphasising growth and global reach even as the filed numbers moved the opposite way — revenue nearly halved and headcount on the India payroll fell from 38 to 9 in the twelve months before the company was folded into Scale AI (thecompanycheck; Tofler). The marketing story and the filing story, read side by side, tell two different accounts of the same year.

The risks

• Collections risk baked into the original model: under the income-share agreement, Pesto only got paid if and when a graduate was earning well above their pre-programme salary, over a 36-month window — a structure that ties revenue to individual career outcomes years after the training cost has already been spent, and that critics of ISA-style contracts generally note can leave a graduate still liable even after losing the job that triggered payment.
• Dependence on US and global hiring cycles: once the business became a remote-hiring and EOR-style platform, its revenue depended on foreign companies’ willingness to hire overseas engineers — a demand that contracts sharply in hiring freezes, which lines up with the -62% FY25 revenue decline reported by Tofler during a period of broader tech hiring pullback.
• Thin, shrinking team relative to its ambitions: MCA filings show the India entity’s payroll headcount collapsed from 38 to 9 in roughly nine months (thecompanycheck; Tofler), while TechCrunch reported a company-wide count of 71 at the time of the Scale AI deal — either reading points to a lean operation that was ultimately absorbed rather than scaled independently.

The takeaway

Pesto Tech’s real lesson is not about coding bootcamps or remote work; it is about what happens when a company keeps changing who its paying customer is. Staffing agency, then ISA-funded bootcamp, then B2B recruiting platform — each version answered a genuine gap the founders had spotted, and each one required rebuilding the sales motion, the cash-flow model and the brand story from close to zero. A company can survive one such pivot on conviction and a small seed round. Doing it three times on a total of $2 million in confirmed funding, without ever disclosing a valuation, is a much harder way to build the kind of scale that makes an independent path more likely than an acquihire.

Frequently asked questions

What did Pesto Tech do?

In its final form, Pesto Tech ran an AI-matched platform that connected global companies with pre-vetted Indian software engineers for remote roles, handling HR, payroll and compliance for the cross-border hire, per the company’s own product pages. It began in 2017 as an IT staffing arrangement and later ran as an income-share-agreement funded coding bootcamp before this last pivot.

Who founded Pesto Tech and when?

Ayush Jaiswal and Andrew Linfoot founded the company, company-stated as 2017; the India legal entity, Pesto Tech (India) Private Limited, was incorporated on 19 September 2018 per MCA records cited by Tofler. Rahul Jaimini, a former Swiggy co-founder and CTO, joined as a co-founder in 2020.

How much funding did Pesto Tech raise?

$2 million is confirmed by named press reports, from a May 2019 seed round led by Matrix Partners India. An October 2020 angel round added an undisclosed amount from investors including Ryan Hoover and Sahil Lavingia. Data aggregators list higher, unconfirmed totals of up to $8-12 million.

What happened to Pesto Tech in 2025?

On 2 June 2025, TechCrunch reported that Scale AI had hired the team behind the platform in an acquihire, and that Pesto was shutting down its independent operations. Founder Ayush Jaiswal became head of growth at Scale AI.

How did Pesto Tech make money?

Originally through an income-share agreement: graduates paid 17% of their salary for up to 36 months after being placed, capped at ₹20 lakh, waived if their new salary did not clear 1.5 to 2 times their prior pay. From around 2023, the model shifted to charging hiring companies directly for sourcing, compliance and payroll on remote developer placements.

Sources

Figures are as of September 2026. Currency converted at $1 ≈ ₹96.0 as of 18 September 2026 (Trading Economics).

• TechCrunch, “Scale AI hires team behind remote developer recruiting platform Pesto AI,” June 2025
• Inc42, “Pesto Tech Funding 2026 – Total Funding, Rounds & Investors,” company/funding profile page, 2026
• Inc42, “How Edtech Startup Pesto Brings Borderless Opportunities For Indian Engineers,” startup profile
• Inc42, “Pesto Tech On Unlocking The Value Of Angels As It Raises From Ryan Hoover & 8 Other Investors,” October 2020
• YourStory, “[Funding alert] Swiggy founders, Matrix Partners invest in Pesto,” May 2019
• Z47 (formerly Matrix Partners India), “Matrix Partners India invests in Pesto,” news page
• The Week / PTI wire, “Following the Success of its Residency Program Pesto Tech Launches Pesto Remote,” January 2020
• Tofler, “Pesto Tech (India) Private Limited” financial and company filing summary, accessed September 2026
• thecompanycheck.com, “Pesto Tech (India) Private Limited – FY 2026 Profile,” accessed September 2026
• Tracxn, “Pesto Tech (India) Private Limited” legal entity profile, accessed September 2026
• Tracxn, “Pesto” company and funding profile, accessed September 2026
• pesto.tech, “About” and product pages, accessed September 2026

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