Data & AI systems that survive a regulator's questions.

For fintechs, NBFCs, wealth-techs, and insurers in India and the GCC.

What we see in BFSI organizations:

Reconciliation breaks

Multiple systems, inconsistent account numbers, month-end fire drills that pull engineering off roadmap.

Regulatory reporting fire-drills

RBI/DFSA/CBUAE reports due Friday. Your data isn't clean. Engineers scramble with SQL.

DPDP & consent data plumbing

Consent withdrawal requests hit your warehouse. You have no lineage. Legal gets nervous.

Lending-ops data quality

Loan origination data is incomplete. Collections data doesn't match. Risk reporting is a guess.

AI pilots stuck in POC

You built a RAG or credit-scoring model. It works in notebooks. Data governance is missing. Regulators ask: how did you validate this?

Reference Architecture

Your data foundation. Governed and auditable.

BFSI Reference Architecture - Core banking through governed lakehouse to regulatory outputs

From core banking systems through quality gates into a governed lakehouse with DPDP consent lineage and data contracts. Every output is auditable: regulatory reports, reconciliation agents, compliance copilots.

What we build:

Reconciliation agents

Automated agents that match transactions across core banking, payments, and ledger systems. Flags mismatches in real-time. Audit-ready.

Regulatory-reporting pipelines

End-to-end data flows for RBI, DFSA, CBUAE reports. Built-in validation. One-click compliance exports.

Customer-360 with consent lineage

Single source of truth for customer data. Every field traced back to consent. DPDP-compliant withdrawal handling.

RAG copilots over policy/product docs

AI agents trained on your product terms, regulatory docs, and policies. Evaluated against compliance benchmarks. Safe to deploy.

We speak regulatory.

DPDP Act

Data Processing, consent tracking, withdrawal rights. We build lineage.

RBI Outsourcing & Data-Localisation Norms

Third-party processing rules, data residency, audit trails. Built in.

CBUAE / DFSA (GCC)

Central Bank of UAE and Dubai Financial Services Authority. AI governance frameworks.

Accepting new projects

Ready to make your
data AI-ready?

Let's discuss how we can build trusted data foundations for your AI. Book a free data-readiness call with our team today.

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