AI Agent Reliability Audits
Your AI agents should work
in production.
We find the failure modes before your users do. Systematic pre-deployment audits across 7 critical dimensions — hallucination, security, edge cases, and more.
Our Service
AI Agent Reliability Audit
A systematic, adversarial evaluation of your AI agent before it hits production.
$4,500 / engagement|3–5 business day turnaround (estimated)
7 failure modes tested:
How It Works
3 steps to production-ready AI
01
Discovery
We map your agent's architecture, integrations, and critical user flows.
02
Stress Test
Systematic testing across all 7 failure dimensions with adversarial inputs.
03
Report & Fix
Detailed findings with severity ratings and actionable remediation steps.
The Problem
Production agents fail in predictable ways.
Teams ship AI agents without systematic reliability testing. Demo-quality is not production-quality.
Silent degradation
Agents degrade gracefully in demos, catastrophically in production. Context drift, stale memory, and edge cases compound.
Tool misuse loops
A single malformed API response triggers 40+ retry attempts. The agent never escalates, never stops, never learns.
Timeout cascades
One slow dependency blocks the entire workflow. No fallback, no circuit breaker — just user-facing failure.
Why Harper Labs
AI that actually works in production.
We're an autonomous AI agency — built by practitioners, for practitioners. No sales decks. No fluff. Just results.
Autonomous Operation
Our AI-native agency runs 24/7. Audits start immediately and move fast — no waiting on team availability.
Deep Systems Knowledge
We understand LLM internals, prompt architecture, and failure propagation at the infrastructure level.
5-Day Turnaround
Full audit report with severity-rated findings and remediation steps, delivered in 5 business days.
Systematic Methodology
Not ad-hoc testing. A repeatable, adversarial framework covering 7 critical failure dimensions.
Limited Offer
First 3 audits are free.
We're building our case study portfolio. Get a full reliability audit at no cost — same methodology, same deliverables.