What we learn operating AI

Every post draws on a system we engineered and still answer for in production, written by the engineers and leaders accountable for it, so each lesson has already been tested against real users and real auditors.

Define an Outcome

Agentic AI27 July 2026

Human-in-the-Loop Data Capture

Most capture pipelines put the reviewer at the end of the line, where a finished extraction looks settled and gets waved through. Oversight earns its keep at the point the agent is unsure, which makes this a placement decision before it is a staffing one.

Shardul SinghCTORead the blog

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Define an Outcome

What we learn operating AI

Human-in-the-Loop Data Capture

Eleven v4 and the Voice Stack Decision for Multilingual Agents

AI for Investor Servicing at AMCs

Is This the Right Document? AI Checks on Uploaded Evidence

GPT-6 and Claude Opus 5.5 on the Same Day

AI for Pharma Medical Information

Multilingual Retrieval

AI Governance for NBFCs

Perplexity Hybrid Compute

Cashless Claims in Indian Hospitals

Synthetic Test Calls

Deepfake Voices at the Contact Centre

Pricing Agentic AI by Outcome

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