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Synthetic AA data, production-grade.

Aonami-labs/Forge

Generate reconciled ReBIT deposit statements for testing, demos, and FIU integration — without ever touching real customer data.

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Why

Building on India's Account Aggregator framework means parsing real ReBIT FI data — but consented data is hard to get and legally can't be shared across a dev team. Forge fills that gap with plausible, reconciled, schema-valid statements you can generate in seconds.

How it works

01

Pick a profile

Choose from five one-click presets — salaried stable, salaried thin file, self-employed, gig worker, MSME current — or tune every parameter: bank, city, period, opening balance, OD limit, spend volatility.

02

Generate

A seeded PRNG builds candidate events month-by-month: salary credits, recurring EMIs, UPI spend, ATM withdrawals, interest, charges, and the occasional bounce. Running balances reconcile by construction — invalid transactions are dropped silently.

03

Export & test

Copy or download the ReBIT-valid XML and its faithful JSON mirror. Both formats read from one internal object — they can never drift. A live chip confirms SCHEMA-VALID · RECONCILED on every generate.

Features

ReBIT deposit schema

Canonical XML + JSON mirror. Schema-valid and balance-reconciled — confirmed by a live chip every time you generate.

Deterministic by seed

The same seed always produces byte-identical output. Stable fixtures for CI, demos, and regression tests across your whole team.

Five one-click presets

Salaried, thin file, self-employed, gig worker, MSME — covers the real profiles your FIU, analytics stack, or underwriting model sees.

AI cashflow brief (BYOK)

Optional plain-language underwriting summary. Bring your own key — Claude, GPT, Gemini, or Groq. Direct to the API, no proxy, no Aonami server in the middle.

Zero backend

No server. No telemetry. No key storage. Runs fully in your browser — offline after npm install.

Tunable profile

Bank, city, period, opening balance, income pattern, OD limit, recurring debits, spend volatility, ATM frequency, interest, and charges — all adjustable.

Who it's for

Developers, FIUs, account-aggregator builders, and the iSPIRT / AA community building on India's consent-layer stack.

Open & honest

MIT licensed — fork it, self-host it, embed it, no strings.BYOK for AI: your key goes only to the provider you pick, direct from your browser — auditable in src/summarize.js.Synthetic data only. Every account, holder, PAN, and transaction is fabricated by a seeded PRNG — not real customer data.No backend, no telemetry, no key storage. Everything runs client-side.Conforms to the published ReBIT deposit schema on a best-effort basis — not affiliated with ReBIT or Sahamati. Do not use output to represent any real individual or account.

Try Forge — it's free.

Generate reconciled ReBIT statements deterministically.

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FAQ

No. Forge produces entirely fictional data for development, testing, and demonstration only. Do not use it to represent any real individual or account.
Enter the same seed string in the Seed field. The same seed always produces byte-identical XML and JSON — useful for stable test fixtures, demos, and team collaboration.
The AI summary uses only computed KPI figures — inflow, outflow, net, balances, obligation count. No raw PAN, no holder name, no address. Your API key goes directly to the provider you select (Anthropic / OpenAI / Google / Groq), never through Aonami.
Yes. Run npm install once, then npm run dev works fully offline after that. The AI summary feature requires a live connection to your chosen API provider.
Currently only the ReBIT deposit (savings/current) schema. Mutual funds, equities, and other FI types are on the roadmap.

Built by developers,
released for everyone.

Every tool in Aonami Labs was born while building Aonami — real friction, real fixes, now open source. If it solved our problem, it'll solve yours. MIT licensed. Always free.

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