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Startup Deep Dive : Leap Finance — it wanted to be a unicorn, then went quiet on the number

The Invincible India Startup Deep Dive featured graphic for Leap Finance.

Leap Finance told Indian students it could lend them the full cost of a US master’s degree, in dollars, with no collateral, at roughly half the interest rate an Indian bank would charge. Three years after the Bengaluru company said in talks that it wanted to be valued at more than a billion dollars, it finally closed a fresh funding round in January 2025 — and declined to say what it was worth.

That silence is the story. Leap built its business on a currency and information gap: Indian banks priced study-abroad loans as generic unsecured credit, at 15-30% interest, while Leap priced the same loan against a US degree’s future earning power, in dollars, at 8.25-10.25% (Entrackr, June 2022). The gap made Leap one of India’s best-funded edtech-fintech hybrids. It also meant Leap’s fortunes were tied to a market it did not control — Washington’s visa policy — and 2024 tested exactly how much that mattered.

Quick facts

Company Leap Finance (parent of the LeapFinance, LeapScholar, Yocket and GeeBee Education brands)
Founded 2019, Bengaluru
Founder(s) Arnav Kumar and Vaibhav Singh; engineering lead Rajan Chaudhary was elevated to co-founder in April 2025
Businesses Collateral-free, dollar-denominated study-abroad education loans (LeapFinance); counselling, test-prep and student community (LeapScholar, acquired Yocket); offline study-abroad consulting (GeeBee Education)
Latest FY revenue ₹201 crore (about $21 million) in FY24, up from ₹23.5 crore in FY22 (Entrackr, July 2025; Inc42, March 2025)
Latest FY profit/loss Net loss of ₹21.6 crore in FY24, narrower than the ₹69.1 crore loss in FY22 (Entrackr, July 2025)
Listed Private — no IPO filed
Market value / last valuation $850-900 million after its June 2022 Series D (Entrackr and Incubees, July 2024); sought $1-1.2 billion in July 2024 fundraising talks; its January 2025 Series E closed without a disclosed valuation
Key shareholders Co-founders Arnav Kumar and Vaibhav Singh; institutional backers include Sequoia Capital/Peak XV Partners, Owl Ventures, Jungle Ventures and Apis Partners

What Leap Finance actually sells

Leap Finance sells money to a very specific customer: an Indian student who has an admission letter from a foreign university and no way to pay for it. Indian banks and NBFCs have historically treated these loans as high-risk unsecured lending and priced them accordingly, or demanded property as collateral from families who don’t have any to offer. Leap’s pitch, since 2019, has been full financing — tuition, living costs, sometimes flights — disbursed directly in the currency the university bills in, with no collateral and no co-signer requirement for many borrowers (leapfinance.com; Entrackr, June 2022).

The combined pitch is a single company that can find a student a course, get them admitted, coach them through the visa interview and then lend them the money to go — collecting a fee or a spread at almost every step.

The origin: a rate Indian banks wouldn’t beat

Arnav Kumar and Vaibhav Singh co-founded Leap Finance in 2019 in Bengaluru. Singh had spent roughly a decade in banking and fintech, including stints at Capital Float and InCred; Kumar had worked on derivatives structuring at Deutsche Bank, co-founded the used-car marketplace GoZoomo and later worked with venture firm SAIF Partners (Inc42, March 2020). Between them they had watched India’s education-loan market from both sides — as bankers who priced the loans, and as founders who knew how thin the underwriting behind those prices really was.

Their founding insight was narrow and specific: an Indian student admitted to a good US STEM programme was, in credit terms, a far better bet than the flat 15-30% interest rate Indian lenders charged them (Entrackr, June 2022). Co-founder Vaibhav Singh put it bluntly at launch: these were “smart, hard-working students who got into the best programs” but were being charged rates “twice as high as their American peers” (Inc42, March 2020). Leap’s answer was to lend in dollars, sourced and structured to reflect US borrowing costs and the student’s actual earning trajectory, and to build a proprietary underwriting model — reported at the time to weigh 700-800 data points on academic history and earning potential — that could price that risk more precisely than a bank’s standard loan template (Inc42, March 2020). The company opened in March 2020 with a $5.5 million seed round led by Sequoia Capital, with InCred founder Bhupinder Singh and CRED founder Kunal Shah as angel investors (Inc42, March 2020).

The struggle years: burn, and a market that thinned out

Leap’s timing was unnerving on paper — it launched into a pandemic that grounded international travel within months. It survived that scare only for two slower-burning problems to catch up with it later: the cost of scaling an unsecured lending book, and a shift in US immigration policy it could not underwrite around.

Neither event forced Leap to shut down or pivot its model. But both explain why a company that talked about crossing a billion-dollar valuation in mid-2024 ended up doing something quieter eight months later.

The turning point: chasing a billion, landing something quieter

In July 2024, Leap was reported to be in talks to raise $70-100 million in a new round that would value it at $1-1.2 billion — comfortably past unicorn status, and well above the $850-900 million it had been valued at in its June 2022 Series D (Entrackr, July 2024; Incubees, 30 July 2024, both citing people close to the discussions). That target sat against a backdrop of the visa slowdown already under way in the US and Canada.

The round that actually closed, on 29 January 2025, was $65 million — not the $70-100 million discussed, and in a mix of primary and secondary capital rather than a clean primary raise, meaning some of it let early investors sell existing shares rather than putting only fresh capital to work (YourStory, January 2025; Business Standard, January 2025). It was led by UK-based Apis Partners’ Apis Growth Markets Fund III and Apis Global Growth Fund III, with existing backers Owl Ventures, Jungle Ventures and Peak XV Partners participating (YourStory, January 2025). Crucially, no post-money valuation was disclosed with the announcement — a conspicuous silence for a company that eight months earlier had been reported to be seeking a specific, headline-grabbing number. Five weeks later, on 5 March 2025, Leap added a separate $100 million debt facility from HSBC’s ASEAN Growth Fund, earmarked for expanding loan disbursals, US operations and new university partnerships (Inc42, March 2025).

Read together, the sequence looks less like a triumphant unicorn crowning and more like a company recalibrating its ambitions to a harder market, then filling the gap with debt it could deploy directly into its loan book rather than equity it would have had to price publicly.

The money behind it

How Leap Finance makes money

Leap’s core lending business earns the way any dollar-denominated consumer lender does: on the spread between what it pays to fund a loan and what it charges the borrower, plus fees.

The numbers

Public financial disclosures for Leap Finance are limited to what has surfaced through Registrar of Companies filings reported by Entrackr and Inc42. FY23 figures were not separately available in the filings reviewed for this piece.

Fiscal year Revenue (₹ crore) Net profit/(loss) (₹ crore)
FY21 6.35 (3.84)
FY22 23.5 (69.1)
FY24 201 (21.6)

Where the loan book is headed now

Leap has not published a formal country-wise or segment-wise revenue split. What is verifiable is the market-wide shift its lending book sits on top of, and the shape of Leap’s own business lines.

The risks

The takeaway

Leap Finance’s original edge was a gap most incumbents hadn’t noticed: Indian banks were pricing a good credit risk as a bad one, and a fintech willing to underwrite it properly, in the right currency, could win the difference. That edge worked exactly as designed for four years. Then a policy lever thousands of kilometres away — US and Canadian visa offices tightening approvals — reset the size of the market the edge was built for, no matter how good the underwriting model was. The lesson generalises past student lending: any business built on a structural arbitrage between two systems — here, Indian loan pricing versus US earning potential — should treat the assumption that both systems keep behaving the same way as the single biggest risk on its balance sheet, and diversify against it before, not after, the round it was hoping to raise stops matching the round it can actually close.

Frequently asked questions

What does Leap Finance actually do?

Leap Finance lends Indian students money, in the currency their foreign university bills in, to cover tuition and living costs abroad, without requiring collateral. Its sister brands LeapScholar, Yocket and GeeBee Education provide counselling, test-prep and admissions support to the same students.

Who founded Leap Finance and when?

Arnav Kumar and Vaibhav Singh co-founded Leap Finance in Bengaluru in 2019. Rajan Chaudhary, a long-serving engineering leader at the company, was elevated to co-founder in April 2025 (Entrackr, April 2025).

Is Leap Finance a unicorn?

Not on confirmed figures. Its last disclosed valuation was $850-900 million after its June 2022 Series D. It was reported to be seeking a $1-1.2 billion valuation in July 2024 talks, but the round that eventually closed in January 2025 did not disclose a valuation (Entrackr and Incubees, July 2024; YourStory, January 2025).

How much money has Leap Finance raised in total?

Inc42 reported in March 2025 that Leap had raised more than $400 million in combined equity and debt since its 2019 founding, spanning a $5.5 million seed round, a $75 million Series D, a $65 million Series E and a $100 million HSBC debt facility, among other rounds.

Is Leap Finance profitable?

No. It reported a net loss of ₹21.6 crore on revenue of ₹201 crore in FY24 (Entrackr, July 2025) — narrower than the ₹69.1 crore loss it posted in FY22, but still a loss.

Sources

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

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