Blog

Learned in Production. Written Down.

Practical articles on production AI, AWS architecture, and lessons from shipping.

Case Studies

Production systems we built. Each with deep dives into specific problems.

Case Study

Anatomy of a Production RAG System: AI-Powered Title Validation for Indian Real Estate

2026-06-1112 min read

We built a document intelligence system that validates property title cleanliness across over a thousand properties in Indian metros, processing sale deed chains, encumbrance certificates, and revenue records in six languages. The architecture, what broke, and what we shipped.

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Case Study

LangChain Agent to Production: WhatsApp Hotel Booking

2026-04-0310 min read

A production conversational AI handling hotel bookings over WhatsApp — room availability, pricing, confirmation, and post-booking queries. Where cost surprises, retrieval failures at scale, and PII handling problems first surfaced.

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Have a Problem Like the Ones We Wrote About?

Tell us where you are with AI. Straight feedback on what makes sense — and what doesn’t.