SERVICE · 05
Audit & rewrite
We know what works in your existing AI. And what doesn't.
You have an AI feature in production: rising costs, unconvincing accuracy, users avoiding it. We run a compact analysis — 10 days, fixed-fee — on what to keep, what to remove, what to rebuild. Concrete output, informed decisions.
EXCERPT FROM A REAL AUDIT
Anonymized example — typical findings look like this.
- CRITICALembedding-pipelineaccuracy 71%, below baselineloss=2.3
- CRITICALcost-attribution$4.3k/mo untracked60% of budget
- WARNINGprompt-routing23% calls to premium model$1.2k/mo savable
- OKretrieval-evalrecall@5 = 0.91above target
WHAT YOU GET
30-page report
Full diagnostic, evidence for every finding
Prioritized list
Issues ranked by impact × effort
Rewrite plan
What to change, in what order, with what effort
Cost-benefit
How much you save or gain per intervention
HOW WE WORK
- 01Days 1-2
Setup & access
System access, component mapping
- 02Days 3-8
Analysis & evidence
Test execution, metrics collection, deep audit
- 03Days 9-10
Report & recommendations
Report writing, walkthrough session
WHO IT'S FOR
You have an AI feature in production, you're seeing rising costs or unconvincing results, and you want to know what to rebuild before spending more.
NOT FOR
You want AI from scratch (see → Operative product builds). You want a theoretical comparison without system access.