Annotation Program Audit

A fixed-scope, fixed-price diagnostic of your annotation program. Find out where your program is broken and what to fix first.

How it works

You submit your documentation, guidelines, QA process details, and workflow structure through a structured intake form. I review everything, identify failure points, and deliver a written report with concrete, priority-ranked recommendations within five business days.

This is not a consulting engagement. It is a diagnostic. It answers the question: where is your program broken and what should you fix first?

What you get

A written audit report covering QA loop integrity, annotator feedback mechanisms, scoring methodology, documentation quality, and workflow bottlenecks. Every finding comes with priority-ranked recommendations and implementation notes. The audit includes one 30-minute follow-up call to walk through the findings together.

Who this is for

AI teams and program managers running annotation programs who know something is off but can't pinpoint where. Quality scores are stuck, annotator performance is inconsistent, or the QA loop feels like it's running on assumptions instead of data. If you're spending more time firefighting than building, this audit will tell you exactly where to focus.

What happens next

Audit findings naturally surface the scope for deeper work. If you decide to move forward with a full HITL Workflow Audit & Redesign engagement within 30 days, the $2,000 audit fee is credited toward the project.