What frontier labs license

Your team's workflows are the dataset.

AI labs license how fintech teams work: decision trails, exception handling, playbooks and expert notes. See what your team's judgment is worth in two minutes.

Private estimate in 2 minutesNothing shared to get a numberNothing leaves your systems
Underwriting · MSME term loanStep owner
01Pull bureau + bank statementsAutomated
02Cash-flow and GST analysisAutomated
03Thin-file policy exceptionJudgment
04Approve at a reduced limitJudgment
Labs license the calls and the reasoning
< 30%of real banking tasks solved by leading AI modelsCentific, 2026
$200–2,000paid per expert finance task with a graderEpoch AI, 2026
4–5×premium for an exclusive licenceEpoch AI, 2026
$150/hrpaid to ex-bankers to train AIBloomberg, 2025
Why it pays

AI can pull the bureau report. It can't make the call.

Models can automate the first half of finance work. What they lack is how experts handle the rest: the exceptions, the overrides, the escalations. That judgment is what labs pay for.

How your team works · licensed

What labs pay for

Underwriting decision trails, reconciliation exception handling, KYC and AML escalation reviews, rebalancing and advice rationale, research models with analyst notes, ops SOPs and playbooks.

  • Turned into scenario, rubric and expert-answer tasks
  • Non-exclusive, so several labs can license it
  • Indian-market workflows are scarce
Your control · always

What stays with you

We work from your SOPs, decision notes and case trails inside your walls. Identifiers are stripped before anything is packaged, and nothing goes out without your approval.

  • Packaged inside your systems
  • You approve every task and every deal
  • Your legal team signs off on every dataset
How it works

Map it. Package it. License it.

Nothing leaves your systems until your team approves it. What labs license is the workflow: the steps, the calls and the reasoning behind them.

INSIDE YOUR WALLS Your team's work Strip identifiers Build tasks AI labs license ₹You get paid

Tell us how your team works

Answer a few questions about your workflows and see a private estimate. Nothing shared, no commitment.

We turn workflows into tasks

With your team, we turn SOPs, decision notes and case trails into scenario, rubric and expert-answer tasks, with identifiers stripped inside your systems.

Labs license it, you get paid

Non-exclusive by default, so one dataset can go to several labs. You approve every deal and get paid per licence.

What sells

Two ways to earn

Fintech teams license how their work gets done. Finance professionals get paid to write and grade expert tasks, and for work they already own.

Lending

Underwriting decision trails

Policy exceptions, overrides and reduced limits, with the reasoning.

ExceptionsCredit memos
Operations

Exceptions and playbooks

Reconciliation breaks, how they were cleared, and the SOPs behind them.

Recon breaksSOPs
Compliance

KYC and AML escalation reviews

Which alerts get escalated, what reviewers checked, how cases closed.

EscalationsReview notes
Wealth & research

Advice rationale and analyst notes

Why a portfolio was rebalanced, and the notes behind each model.

RebalancingModels
Professionals

CAs

GST, TDS, ITR, audit and Ind AS work.

GST reconAudit
Professionals

CFAs & analysts

Models, initiations, theses with outcomes.

DCF & compsResearch
Professionals

Investment advisers

Financial plans and allocation reasoning.

Goal plansSuitability
Professionals

Risk managers

Stress tests, ECL, model validation.

VaR & ECLModel risk
How we value

A clear formula, not a black box

Every estimate comes from the same model, built on what AI buyers pay today. You see each factor behind your number.

Fintech teams, per workflow

Σ Base × Team size × History × Recording × Labels × Rarity × Rights

Finance professionals

Rate × Experience × Hours + Owned work

Estimates are for non-exclusive licences. Exclusive deals typically pay 4–5×.

Example · mid-size digital lender, 3 workflows
$220K – $560K
≈ ₹1.9 Cr – ₹4.9 Cr · non-exclusive
Team · 15–49 in credit, 5–14 in KYC and recon1.0–1.7×
History · 5–9 years of decisions1.3×
Recording · tickets, notes and SOPs1.3×
Labels · exceptions tagged, some outcomes1.26×
Rarity · team works in Hindi1.25×
Rights · most likely ours0.8×
Questions

Before you start

Do you need our customer data?

No. Labs license how your team works. We build tasks from your SOPs, decision notes and case trails, and strip identifiers inside your systems before anything is packaged.

What does a workflow dataset look like?

A set of realistic case files with the steps your team took, the calls they made and why, plus a rubric for grading an AI's answer. Labs use them to train and evaluate models on real finance work.

Is this compliant with Indian rules?

We design every dataset around the DPDP Act and RBI guidelines: no personal data, nothing that identifies a person, and your legal team signs off before anything is licensed.

I'm a CA or analyst. What do I actually do?

Paid expert tasks in Indian hours: building and checking finance problems for AI training, like GST reconciliations, credit decisions or valuations. You can also license work you own, never client-confidential material.

Is the estimate binding?

No. It's a private, indicative range from our model. A real offer comes after we review your workflows and match them to buyer demand.

What does it cost me?

Nothing to get an estimate or list. We earn a share only when you get paid.

Price it before you license it

Answer a few questions about how your team works and see your estimated range in about two minutes. The estimate stays private to you.