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HR for AI

Know what your AI agents are saying

Transform AI agents from black boxes into transparent, accountable systems. Monitor 100% of your AI interactions in real-time, ensure compliance, and catch violations before customers complain.

Your AI Agents Are Operating in Darkness

Companies deploy thousands of AI interactions daily with zero visibility into what's actually being said.
Hallucinations
AI agents promise features you don't have, quote prices that don't exist, and create liabilities you can't afford.
Compliance Violations
HIPAA, SOC2, GDPR—your AI doesn't know the rules. One violation can cost millions in fines and reputation damage.
Zero Visibility
Current solutions are built for developers debugging code, not businesses protecting their reputation.
Lost Trust
Every hallucination erodes customer confidence. Every violation risks regulatory action. Every mistake compounds.

Learn More

Read our white paper on why organizations need oversight infrastructure for AI agents.

HR for AI Agents: Why Organizations Need Oversight Infrastructure Today

A framework for managing autonomous systems at enterprise scale

Executive Summary

Artificial intelligence agents are no longer prototypes—they are being deployed to handle customer conversations, financial workflows, and operational decisions. But as organizations embrace this autonomy, one critical question remains: Who oversees the agents?

Proof provides the missing layer: structured onboarding, performance monitoring, and compliance oversight for AI agents. Just as every company needs HR for its human employees, the new era demands HR-style governance for autonomous systems.

The Problem

  • Opaque Performance: Leaders don't know if agents are hallucinating, leaking sensitive data, or deviating from policy.
  • Regulatory Pressure: Industries like finance, healthcare, and government require audit-ready evidence for every interaction.
  • Reputation Risk: A single rogue agent response can cause brand damage, legal exposure, or customer churn.

Today, most organizations rely on ad hoc testing or developer logs. These are insufficient for boardroom accountability or regulator scrutiny.

Our Approach

Proof introduces a lifecycle framework for AI agents, modeled on how organizations manage human employees:

1. Onboarding

  • Map agents to policies and compliance requirements.
  • Assign them "roles" with explicit guardrails.

2. Performance Reviews

  • Score every agent interaction against rubrics derived from regulations, internal rules, and brand standards.
  • Highlight violations with evidence and severity ratings.

3. Continuous Monitoring

  • Live dashboards show compliance drift, risk hotspots, and performance trends.
  • Alerts notify leaders of violations in real time.

4. Offboarding & Certification

  • Produce audit-grade reports for regulators, boards, or marketplaces.
  • Certify agents before deployment and track them across updates.

Why Proof

  • Compliance-First: Built to serve legal, risk, and compliance teams—not just engineers.
  • Explainable: Every score comes with receipts: transcript highlights, tool calls, and mapped rules.
  • Fast to Value: Connect an agent in under 30 minutes; receive a baseline compliance report in 24 hours.
  • Trusted Expertise: Founded by a Meta Trust & Safety alum with experience in policy enforcement at global scale.

Market Timing

  • Cloud providers (AWS, Microsoft, Google) are rolling out agent marketplaces—but without independent oversight infrastructure.
  • Regulators are signaling increased scrutiny of AI in consumer-facing and high-risk domains.
  • Enterprises are eager to adopt agents but need governance to scale responsibly.

Proof is positioned as the neutral, trusted authority to certify and monitor agents everywhere.

Conclusion

Organizations cannot rely on blind trust when deploying autonomous systems. Just as HR systems manage the risks and growth of human employees, Proof ensures that AI agents are compliant, performant, and trustworthy from day one.

Proof = HR for AI Agents.

Ship with Confidence. Deploy with Proof.

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