Practical research and frameworks on AI product development, insurance domain intelligence, decision-driven operations, and building for Indian businesses.
AI & Engineering
A general model can write an insurance test case — but will it know a reinstatement window from a paid-up conversion, or cite the clause behind every answer? In regulated industries, fluent isn't the bar; correct, complete and defensible is. We break down why domain-trained AI holds up in production where generic models hallucinate.
Insurance AI
A QA engineer can spend hours writing test cases for a single Policy Servicing module. Across a release, the hidden cost is enormous — and invisible until the deadline slips. Where it goes, and how NexureAI reclaims it.
Finance & Compliance
GSTR-1, GSTR-3B, TDS, PF/ESIC, ROC filings. Indian finance teams lose 15+ hours a month to return prep that grows nothing. How Dexara makes compliance a byproduct of clean operations, with a CA still in the loop.
Decision Intelligence
Dashboards show you what happened. ERPs record transactions. But nothing tells an operator what to do next — and tracks whether it got done. That missing decision layer is what Dexara adds.
Insurance AI
Test design is a quiet bottleneck in every insurance release — dense BRDs, hand-written scenarios, manual traceability. See how NexureAI collapses the whole design-to-sign-off cycle to days, with coverage you can prove.
Company
GST, TDS, rupee pricing, NEFT/IMPS, CA-in-the-loop compliance. Building for Indian businesses means building for their real operating reality — not a foreign workflow with the currency swapped out.
Finance & Compliance
Frequency spikes, amount outliers, policy violations, vendor concentration. The patterns that signal a problem are exactly the ones humans miss at scale. How AI surfaces them before an approver signs off.