Service

Technical Audit

Audit your AI assistant like it's a real product — and get a fix plan your team can ship.

The Challenge

Your assistant is live. Now it needs to work as a system.

Assistants usually don't plateau because the model is "not smart enough". They plateau because the system around the assistant makes it hard to:

01
Improve quality without breaking things
02
Understand why adoption stalls
03
Connect assistant work to business outcomes
04
Scale to new use cases without creating fragility
What You Get

Deliverables

Audit Report (Findings + Risks)

A clear list of issues, why they matter, and where they show up in real user experience.

Prioritized Fix Plan

A ranked backlog with impact, effort, recommended sequence, and who should own it.

Measurement Blueprint

A tracking plan to understand intent, adoption drop-offs, and which assistant behaviors drive product actions.

QA & Release Recommendations

What to test, how to prevent regressions, and how to define "safe to ship" quality thresholds.

Our Process

What we audit

Architecture Review

Intent → routing → tools/agents → response flow
Where business rules live
Agent boundaries and responsibilities
Patterns that make new capabilities easier to add

Measurement Analysis

Assistant funnel: entry → first value → repeat usage
Intent coverage at scale
Outcome tracking after responses
Gaps that prevent PMs from knowing what to improve

QA Assessment

How changes are validated before production
Where quality is undefined or subjective
How failures are captured and triaged
What's missing to make testing repeatable
Timeline

How the audit runs

01

Kickoff (60–90 min)

Align on goals, key journeys, current pains, and what "good" looks like.

02

System walkthrough

Walk through the assistant end-to-end: routing, tools, prompts, UI, and release process.

03

Evidence review

Review what you already have: dashboards, logs, QA docs, example conversations.

04

Readout + Fix Plan

Live readout of findings + prioritized recommendations. We deliver the audit pack.

Ready to see what's holding your assistant back?

Get a clear picture of architecture gaps, measurement blind spots, and QA risks — with a fix plan your team can act on.

Request an Audit