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

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

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).

• LeapFinance: the lending arm — dollar-denominated, collateral-free education loans underwritten against the applicant’s admission, course and expected earnings rather than family assets.
• LeapScholar: counselling, test-prep (IELTS, TOEFL, SAT) and an online student community; absorbed Yocket, the peer-community platform Leap acquired in April 2021.
• GeeBee Education: an offline study-abroad consultancy Leap acquired in May 2022, giving it walk-in counselling centres to complement the digital-first LeapScholar funnel.

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.

• FY22 — the burn accelerates. Leap’s operating revenue grew 3.7x year-on-year to ₹23.5 crore, but its net loss widened 18.2x to ₹69.1 crore in the same year (Inc42, March 2025, citing RoC filings; the ₹69.1 crore loss figure is corroborated independently by Tracxn’s company filing summary). Growing an unsecured, dollar-funded loan book fast is expensive — every disbursed loan needs capital sitting behind it before the interest income arrives — and FY22’s numbers show a company still years from balancing that equation.
• 2024 — the US market it was built around thins out. US F-1 student visa issuance to Indian nationals fell roughly 38% between January and September 2024 against the same period in 2023, driven by tighter US immigration processing (Careers360, 2025). Canada, historically the next-biggest destination for Leap’s borrowers, cut international-student permit approvals by more than half and capped intake around the same period (Careers360, 2025). TechCrunch separately reported that “visa crackdowns are blocking students’ study-abroad dreams” for Indian applicants through 2025, forcing rival platforms to reroute students to new countries entirely (TechCrunch, October 2025). For a lender whose core product is a loan against a foreign admission, a sudden drop in the number of students actually able to travel on that admission is close to an existential risk, not a cyclical dip.

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

• Seed — March 2020: $5.5 million led by Sequoia Capital, with InCred founder Bhupinder Singh and CRED founder Kunal Shah as angel investors (Inc42, March 2020).
• Series D — June 2022: $75 million led by Owl Ventures, with Steadview Capital and Paramark Ventures joining as new investors and Jungle Ventures and Sequoia India (later Peak XV Partners) participating; total funding raised to date stood at roughly $175 million by mid-2024 (Entrackr, June 2022 and July 2024).
• Series E — January 2025: $65 million in primary and secondary capital led by Apis Partners’ growth funds, with Owl Ventures, Jungle Ventures and Peak XV Partners returning as participants; valuation undisclosed (YourStory, January 2025).
• Debt facility — March 2025: $100 million from HSBC’s ASEAN Growth Fund, to fund loan disbursals and expansion rather than operating costs (Inc42, March 2025).
• Cumulative capital: Inc42 put Leap’s combined equity and debt raised since inception at more than $400 million as of March 2025 — a figure that reflects how much of Leap’s growth has been funded by debt sitting directly behind its loan book, on top of the equity rounds above.
• What each backer changed: Sequoia’s seed cheque got Leap underwriting its first cohort of borrowers; Owl Ventures — an education-focused growth investor — led the Series D that funded the Yocket and GeeBee acquisitions; Apis Partners, a growth-market specialist, led the Series E after the original $1 billion-plus ask did not materialise, effectively repricing the round to what the market would actually support.

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.

• Interest spread: as of 2022, Leap’s loans carried interest rates of 8.25-10.25%, roughly half the 15-30% Indian banks and NBFCs typically charged for the same unsecured study-abroad loan (Entrackr, June 2022). The spread between Leap’s cost of capital — equity, debt facilities like the HSBC line, and lending partners — and that customer rate is the core margin.
• Processing fees: a 2% processing fee was charged on loans as of the same 2022 disclosure (Entrackr, June 2022).
• Underwriting as the moat: Leap’s pitch is that its proprietary model, screening hundreds of data points on a student’s academic record, course and target country’s earning potential, lets it price risk more precisely than a bank’s generic loan template — in theory supporting lower rates without giving up margin (Inc42, March 2020).
• Advisory and test-prep revenue: LeapScholar, Yocket and GeeBee Education generate separate counselling, test-prep and consulting fees from students who may or may not ever take a Leap loan, diversifying revenue away from pure lending margin.
• The part people get wrong: Leap is often described in shorthand as “an edtech company.” Its P&L is closer to that of a specialty NBFC — most of the revenue and nearly all of the risk sit in the loan book, not in the counselling or test-prep layer, which functions more as a customer-acquisition funnel for lending than as a standalone profit centre.

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.

• FY21 revenue and loss are from Leap’s RoC filings as reported by Entrackr (June 2022); Entrackr also noted the company was profitable in FY20 on a standalone basis, before the loan book scaled.
• FY22 revenue grew 3.7x year-on-year while the net loss widened 18.2x, a sign of a company spending heavily to originate loans faster than the interest income on those loans could offset the cost (Inc42, March 2025).
• FY24 revenue of ₹201 crore and a net loss of ₹21.6 crore were reported by Entrackr’s July 2025 fintrackr analysis; Inc42’s company financials page independently shows the same ₹21.6 crore net loss for FY24 alongside a closely aligned revenue figure of roughly ₹202.6 crore, a small variance likely reflecting operating revenue versus total income.
• Entrackr’s July 2025 report placed Leap’s FY24 loss well below those of core edtech companies it compared it against, framing education-loan fintechs — Leap included — as one of the sturdier segments of a struggling wider edtech sector.

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.

• By business line: lending (LeapFinance) generates interest income and processing fees; counselling, test-prep and community (LeapScholar, Yocket) and offline consulting (GeeBee) generate service fees and function as a funnel into the loan book.
• By destination geography, market-wide: US F-1 visa issuance to Indian students fell about 38% in the first nine months of 2024 versus the same period in 2023, and Canadian study-permit approvals fell by more than half over a similar window (Careers360, 2025).
• The surprise — students didn’t stop leaving, they rerouted: the UK issued 19,300 study visas to Indian students in the first quarter of 2025 alone, up 31% year-on-year, and Germany’s Indian international-student population grew roughly 20% annually to about 59,000 (Careers360, 2025). TechCrunch reported the same rerouting pattern industry-wide through late 2025, with study-abroad platforms actively steering Indian applicants toward markets outside the US (TechCrunch, October 2025).
• What this means for Leap’s book: the same Careers360 reporting notes that NBFCs and banks financing overseas education are re-evaluating exposure limits by destination country as student flows shift — a direct description of the risk-model recalibration a lender like Leap has to make when its single biggest historical market contracts sharply.

The risks

• Destination-country concentration: Leap’s loan book was built overwhelmingly around US-bound students paying US tuition; a 38% drop in US F-1 visas issued to Indians in 2024 (Careers360, 2025) shows how quickly that single-market dependence can turn from an asset — currency and rate arbitrage against the dollar — into a portfolio risk if disbursed loans can’t convert into actual travel and future repayment capacity.
• Unsecured, cross-border credit risk: Leap’s core product is a collateral-free loan underwritten on future earning potential rather than family assets or property (Entrackr, June 2022). That model has no hard asset to recover if a borrower’s post-study visa, job offer or repatriation plans fall through — a scenario the 2024-25 visa tightening made materially more common across the industry (TechCrunch, October 2025).
• Regulatory risk around fintech-lender partnerships: India’s digital lending rules have tightened around exactly the kind of fintech-NBFC risk-sharing structures common in this sector — the Reserve Bank of India banned first-loss default guarantee (FLDG) arrangements for digital lenders in September 2022 before introducing a capped, collateral-backed FLDG framework in June 2023 (Business Standard, 2023; Enterslice, 2023). Any tightening of how fintechs and their lending partners can structure risk-sharing directly affects the economics of a company built on originating loans at scale.

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).

• Entrackr, “Leap bags $75 Mn in Series D led by Owl Ventures,” June 2022
• Entrackr, “Exclusive: Leap Finance in talks to raise $100 Mn; seeks over $1 Bn valuation,” July 2024
• Incubees, “Leap Finance in discussions to raise $100 M, to be valued at over $1 Bn,” 30 July 2024
• DealStreetAsia, “India’s study-abroad startup Leap nears unicorn status with $75m funding,” June 2022
• Inc42, “Leap Finance Gets Sequoia Backing To Fix Loans For Studying Abroad,” 3 March 2020
• Inc42, “Leap Finance Secures $100 Mn Debt Facility To Expand Study Abroad Loans,” 5 March 2025
• Inc42, company financials page for Leap, accessed September 2026
• Entrackr, fintrackr report “Edtech is struggling, but not the loan enablers,” 10 July 2025
• Entrackr, “Edtech startup Leap elevates Rajan Chaudhary as co-founder,” 30 April 2025
• YourStory, “Study abroad platform Leap bags $65M in Series E funding led by Apis Partners’ funds,” January 2025
• YourStory, “Want to study abroad? This startup helps students with collateral-free study loans,” June 2021
• Tracxn, Leap Finance company profile, accessed September 2026
• Careers360, reporting on US F-1 student visa declines and shifting study-abroad destinations, 2025
• TechCrunch, “Visa crackdowns are blocking students’ study-abroad dreams, so India’s Leverage Edu is rerouting them,” 1 October 2025
• Business Standard and Enterslice, reporting on RBI’s first-loss default guarantee (FLDG) digital lending framework, 2023
• leapfinance.com/about, accessed September 2026

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