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AI 2026-05-11 10 min read

AI agents that survive contact with production

Demos are easy. Here is the evaluation harness, guardrail set and escalation design we use before any AI assistant talks to a real customer.

AS

Arjun Shetty

Lead, AI & Automation

Start with the intent inventory

Before choosing a model, cluster real conversations. In every project we have run, fewer than a dozen intents cover three quarters of contacts. Automate those extremely well and escalate the rest.

Evaluation is the product

Build a graded test set of at least 300 real questions with expected behaviours. Run it on every prompt change. Without this you are shipping vibes.

Track refusal quality too: a confident wrong answer is far more expensive than a graceful handoff.

Design the human handoff first

Decide the escalation SLA before the happy path. Users forgive an assistant that says 'let me get someone'; they do not forgive being trapped.

AS

About Arjun Shetty

Lead, AI & Automation

Builds practical AI systems for Indian SMBs. Sceptical of demos, obsessed with evaluation.