AgentProof · The Proof Layer for Enterprise AI

Ship AI agents you can prove.

You built the agent. AgentProof makes it production-ready and provable — with reasoning-level evaluation, reliability engineering, and audit-ready evidence for high-stakes teams.

Built on NIST AI RMF · ISO/IEC 42001 · EU AI Act · SR 11-7

The problem

Your agent works in the demo. Can you prove it in production?

Building an AI agent is easy now. Proving it is safe to ship is the hard part — and it is where teams get stuck.

Reliability is the blocker

Most agents that pass a demo never ship, because no one can prove they will hold up in production.

Right for the wrong reasons

An agent can guess, skip a step, or ignore contradicting evidence. That passing answer is a time bomb that fails silently later.

Accuracy is not evidence

A high test-set score will not satisfy your customer’s security review, your auditor, or your board.

What we do

The proof layer between building and shipping.

Pernicia is the Proof Layer for Enterprise AI. Through our AgentProof practice, we turn "we think it works" into "here is the evidence it works" — engineered on your stack, in your environment. Not a platform; a practice, with the methodology and evidence your team keeps.

A right answer is not a reliable agent.

The method

We grade the answer — and the reasoning.

Outcome-only evaluation cannot tell a sound decision from a lucky one. The Double-Rubric scores both.

OUTCOME RUBRIC

Was it right?

  • Accuracy and completeness
  • Grounding in evidence
  • Citation faithfulness
  • Task success
REASONING RUBRIC

Was it reached well?

  • Path selection and evidence sufficiency
  • Step validity and sequencing
  • Coverage of contradicting evidence
  • Stopping criteria — graded against your own SOPs
The bar

Evidence your auditors, regulators, and customers already recognize.

Every AgentProof component produces evidence mapped to the standards that define trustworthy AI — so the evaluation is the audit trail, not a second project.

NIST AI RMF

Govern · Map · Measure · Manage, plus the GenAI and agentic profiles.

ISO/IEC 42001

The first certifiable AI management system standard.

EU AI Act

High-risk requirements, Articles 9–15: accuracy, oversight, logging, data governance.

SR 11-7

Model risk management — validation and ongoing monitoring.

How it works

Tool-agnostic. Runs in your environment.

We sit on top of your existing stack — Braintrust, LangSmith, MLflow, Langfuse — and never move your data out of your environment. We bring what the tools do not: the Double-Rubric scorers, a judge calibrated against your experts, a customer-checked evaluation dataset, and a standards-mapped evidence pack.

Engagement

Start small. Prove value. Scale to a trusted retainer.

AgentProof Scan

Fixed fee

An eval-readiness diagnostic. We baseline your agent, find the gaps against the standards, and hand you a reliability roadmap.

AgentProof Build

Project

We stand up the proof layer: the Double-Rubric, a customer-checked dataset, a calibrated judge, runtime guardrails, and your first audit-ready evidence pack.

AgentProof Continuous

Retainer

Ongoing evaluation, regression on every model upgrade, drift monitoring, and evidence refresh.

Plus AgentProof DD — reliability due-diligence for investors evaluating AI-agent startups.

What we stand behind

We prove the evaluator — not just the agent.

Our hero metric is judge-to-expert agreement: proof our scores match your people. Alongside it — citation faithfulness, reasoning-rubric coverage, and standards coverage.

“We do not promise your agent will never fail. We promise you will know — measurably — how reliable it is, why, and whether it clears your bar and the standards’ bar, with evidence you can defend.”

Who it is for · Why Pernicia

Built for teams shipping high-stakes AI.

Who it is for

  • Heads of AI and VP Engineering — the builders shipping the agent, with the evidence to clear their own risk and compliance gate.
  • Regulated and high-stakes enterprises.
  • VC-backed AI-agent startups that raised on the demo and now have to prove it.

Focus markets: North America and Europe.

Why Pernicia

  • A North American firm with verifiable data residency.
  • Compliance-first DNA — regulated AI is our home turf.
  • Tool-agnostic — we amplify your team and your stack, we do not replace them.
  • Built for the second day in production, not the demo.

Make your AI agent provable.

Start with an AgentProof Scan — a fixed-fee eval-readiness diagnostic.

Or write directly: engage@pernicia.in