Your assistant demos beautifully — and hallucinates in production. We audit it with a rigorous eval harness: a numeric reliability score, evidence for every failure, a prioritized fix plan. In 10 days, fixed price.
of enterprise GenAI pilots show no measurable P&L impact.
MIT NANDA, 2025of companies abandoned most of their AI initiatives in 2025.
S&P Globalfrom access to a scored, evidence-backed audit report — fixed scope, fixed price.
Attova auditWe run your system against a golden question set and score retrieval quality, grounding and hallucination behavior — context precision & recall, MRR, faithfulness. You get numbers, ranked failure classes, and root causes. Not vibes.
deliverable: reliability score + evidence + fix planChunking strategy, hybrid retrieval, rerankers, grounding guardrails, eval loops — we fix exactly the failure classes the audit exposed, and prove the delta with a before/after run of the same harness.
deliverable: measured score improvementModels update. Indexes drift. Prompts rot. Continuous regression evals catch silent degradation before your users do — reliability as a standing guarantee, not a one-time snapshot.
deliverable: regression alerts + monthly reliability reportModel-agnostic instrumentation across the full pipeline — retrieval, generation, and operations.
Below: an actual run of the Attova harness against a demo RAG system — the same instrument we point at yours.
Two failure classes surfaced in seconds: vocabulary-mismatch recall collapse and ranking misses — the exact failures that make an assistant "confidently wrong" in production.
Open the full sample audit report → Run the open-source harness yourself ↗
Founded by a PhD defense-systems architect. We bring the rigor of high-stakes evaluation to commercial AI systems — and we sell outcomes, not tooling.
A single reliability score your board understands, decomposed into metrics your engineers can act on.
Each metric ships with the failing queries, retrieved contexts and root causes behind it. Fully reproducible.
Model-agnostic and vendor-neutral. We audit the system you already built — no rip-and-replace, no lock-in.
We'll get back to you within one business day with a proposed slot for your free 30-minute mini-diagnostic.