AI Product Quality Assurance
for Startups
Your AI product works—until it doesn't.
You launched an AI feature. Users love it. Then someone finds a prompt that breaks it. Your chatbot hallucinates. Your model drifts and no one notices. Most AI teams don't know their product is failing until users complain.I help you know first.
This is for you if...
Building reliable AI products is hard. Do any of these sound familiar?
Fear of Hallucinations
You're shipping fast but worried that your AI is hallucinating or giving poor responses to users.
Unclear Quality Metrics
You have plenty of data but no clear way to measure 'quality' consistently across versions.
Tedious Manual Testing
You're manually testing every change because you don't trust your automated evals yet.
Need QA Leadership
You need a dedicated QA layer but aren't ready to hire a full-time lead.
Core Services
A comprehensive approach to quality and analytics, tailored for high-growth AI startups.
AI Output Validation & Evals
Defining 'good' for your LLM. Building custom evaluation frameworks (semantic similarity, toxicity, accuracy) and automated smoke tests.
Product & Marketing Analytics
Setting up Amplitude/Mixpanel/GA correctly. Creating executive dashboards and calculating retention/ROI.
QA for Complex Systems
End-to-end testing for multi-step AI workflows, RAG pipeline edge case discovery, and validating updates across LLM versions.
Executive Reporting
Converting technical metrics into business outcomes. Providing data-backed roadmaps and clear stakeholder communication.
Service Model: Fractional Lead
- ASpeedEngagements start within 1 week. No bloated onboarding or junior teams.
- BDirect ExpertiseOne-on-one engagement with a lead who has handled millions of DAUs at scale. Not a rotating cast of contractors.
Background & Credentials
I bring 8+ years of experience building quality systems and analytics. Previously at AwareX, I architected Amplitude setups for Tier 1 clients with millions of daily active users, reducing release cycles by 85% through optimized QA.
Before tech, I was an Assistant Professor of Mathematics, teaching advanced calculus and linear algebra. This background gives me a rigorous approach to data and logic that many product teams lack.
Let's Talk Quality
Book a 30-minute call. No pitch, no pressure. Just a focused conversation to determine if I can help you ship faster and safer. We'll know if it's a fit within 15 minutes.