Case studies

Built. Shipped.
In the real world.

What we build, up close. The categorizer below is live - try it. Client names stay private.

Fintech infrastructure

Transaction categorization engine

Messy bank narrations in, clean merchants and categories out. Shipped for a leading Indian B2B fintech in the RBI Account Aggregator ecosystem.

  • 01

    Merchant graph. Raw strings to canonical merchants.

  • 02

    Embeddings + rules. Models for ambiguity, rules for the long tail.

  • 03

    Confidence + rule trace. Every call shows its why.

Running at banks, NBFCs, wealth managers, fintech apps.

NLP categorizationData pipelinesEmbeddingsB2B SaaS
aitera-demo-categorizer.vercel.app
Live demo - runs in your browser, nothing leaves the page. Open full demo →

Conversational AI

A coach's voice, on demand.

Years of session recordings. No way to scale the coach. Now an AI companion answers from the coach's material, in the coach's voice.

Archive ingestion

Recordings transcribed and structured.

Client material stays confidential. What we can show is the shape of the system.

Conversation design Voice cloning LLM evaluation Retrieval grounding

Payments & compliance

AML tooling for stablecoin payments

Compliance tooling for a Middle East stablecoin payments platform.

  • Monitoring built for on-chain behavior.
  • Risk signals worth a human's attention.
  • Regulator-ready data plumbing.
AML toolingCompliancePayments

Wealth & advisory

Ask-AI for a family office

A family office's AI morning briefing.

  • One feed: news, portfolios, market events, KYC.
  • The digest: what moved, what matters, what needs action.
  • Follow-ups over the same sources.
LLM pipelinesPortfolio intelligenceDaily digest

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