Specialized for AI Startups

Your AI product works
— until it doesn't.

AI Quality Assurance for high-growth startups that can't afford to find out from users.

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.

We 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've seen the screenshot. Your AI said something unhinged in prod. You laughed it off, but now every release makes you anxious.

Unclear Quality Metrics

Your dashboard is full of numbers. None of them tell you if your AI is actually getting better or quietly getting worse.

Tedious Manual Testing

You're the QA team. You run the same prompts by hand before every deploy. It's not scalable and you know it.

Need QA Leadership

You need someone who owns quality end-to-end — but a full-time hire is premature. You're stuck in the middle.

Core Services

Quality assurance tailored for high-growth AI startups.

A comprehensive approach to quality and analytics.

01

Know when your AI is failing — before your users do

Detection & Eval Frameworks

Custom eval frameworks, automated smoke tests, and hallucination detection. Converting technical metrics into business outcomes.

Deliverable

Eval infrastructure + hallucination alerts + quality scorecards

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02

Understand what's actually working

Analytics & Instrumentation

Analytics infrastructure (Amplitude, Mixpanel, GA) set up correctly, with dashboards that mean something to stakeholders.

Deliverable

Tracking plans + KPI dashboards + product analysis

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03

Ship with confidence

Release Validation

End-to-end testing for multi-step AI workflows, RAG pipeline edge cases, and validating updates across LLM version drift.

Deliverable

Test automation + regression suites + release sign-offs

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Methodology

Built on Rigor.

"Quality assurance for AI requires more than just testing — it requires a deep mathematical understanding of how models evaluate probability and drift."

Proteus Analytics was built on rigorous engineering and mathematical foundations. We've architected analytics and quality infrastructure for Tier 1 clients with millions of daily active users, consistently reducing release cycles and catching critical failures before they reach production.

Amplitude Certified Python (Pandas, NumPy) Statistical Testing Data Reliability AI Workflow Validation
I

Speed

Engagements start within 1 week. No bloated onboarding or junior teams.

II

Direct Expertise

Direct engagement with experts who have handled millions of DAUs at scale. Not a rotating cast of junior contractors.

III

Actionable Outcomes

We don't just deliver alerts and dashboards. We provide clear, data-driven recommendations that tie directly to your core product metrics.

Let's Talk Quality

Book a 30-minute call.
No pitch, no pressure.

Just a focused conversation to determine if we can help you ship faster and safer. We'll know if it's a fit within 15 minutes.