AI and product engineering

Release readiness for a grounded product assistant

An assistant or document-answering prototype needs a reviewable release decision grounded in representative tasks, citations, permissions, refusals, human escalation, cost, and latency.

Synthetic example - not a client case study.

WORKFLOW

Select one narrow user task, assemble representative questions, check retrieval and citations, test permission differences, record refusals and human escalation, and review cost and latency before a release decision. The assistant recommends or drafts; a named product owner remains accountable for release.

ASSUMED BASELINE

Assumed baseline: a release review takes 2–4 working days of combined product and engineering time, including roughly 6–10 hours of manual sampling, and the team lacks a stable record of failures across model or prompt changes. These figures are placeholders to be replaced by time logs.

SUCCESS TEST

Run an agreed held-out task set through the current and proposed versions. The candidate version must meet the buyer's agreed rubric for answer quality and citation support, refuse unsupported questions, preserve account permissions, and produce a reviewable record of cost, latency, failures, and escalation. The buyer signs a release, revise, or stop decision against the observed evidence. Any numeric threshold is to be agreed and marked assumed before the test.

EVIDENCE NEEDED TO MAKE IT REAL

The feature owner, release decision, user task, and current acceptance rules.
Versioned documents, access labels, representative questions, and expected answer rubrics supplied or approved by the buyer.
Before-and-after timing, model or configuration details, token or provider cost, latency, citations, refusals, permission tests, and reviewer scores.
Failed cases, escalation records, change history, and the final owner decision.
Permission to retain a redacted evaluation set and describe the method.

OPERATING BOUNDARY

The assistant recommends or drafts; the named product owner remains accountable for release and human escalation.

Start with the decision that is taking too long.

DISCUSS A PROBLEM

This page describes a possible engagement. It is not a client case study or a promise of results.