Gateway To Agentic AI

How We Build Agentic AI Inside Real Enterprise Stacks

Three engagements per sector across twelve industries – each one a description of the work, the systems involved, and how the day-to-day changes once it is live. Same engineering foundation across every engagement.

BFSI — Agentic AI in Action

Document-heavy and audit-heavy by nature — claims, onboarding and fraud all benefit from the same pattern: confidence-calibrated extraction, contextual assembly, and human review reserved for the cases where it adds value.

3 engagements
SEO focus

Target cluster: agentic AI in BFSI, AI insurance document intelligence, AI KYC onboarding workflow, AI fraud investigation copilot, OCR LLM claims processing.

BFSI Case 01 of 03

AI Insurance Document Intelligence & Claims Processing

General insurance company, retail and commercial lines, EU, ~18-week engagement

Document intake, extraction, validation and claims triage as a confidence-calibrated pipeline — humans review what the system is unsure about, not every field.

Architecture & integrations

Python FastAPI backend LangChain agents LangGraph orchestration OCR layer (Azure / AWS Textract class) LLM-based extraction with confidence calibration
BFSI Case 02 of 03

AI KYC & Customer Onboarding Workflow

Digital bank serving retail customers, EU, ~14-week engagement

Customer onboarding as an agentic workflow — identity verification, sanctions screening, risk scoring and account opening, with human review reserved for genuine edge cases.

Architecture & integrations

Python FastAPI backend LangChain agents LangGraph orchestration KYC document verification (eIDV providers) Sanctions / PEP / adverse media providers
BFSI Case 03 of 03

AI Fraud Investigation Copilot

Card issuer with retail and SME card portfolios, EU, ~16-week engagement

A fraud-investigation copilot for analysts — alerts arrive with the case already assembled, linked groupings already surfaced, and a recommended disposition with cited rationale, so the analyst decides rather than gathers.

Architecture & integrations

Python FastAPI backend LangChain agents LangGraph orchestration Card / transaction system integration Cardholder profile & history

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