The governance gap in enterprise AI agents
Enterprise compliance frameworks (SOC 2, ISO 27001, NIST AI RMF, EU AI Act) increasingly require organizations to demonstrate control over autonomous AI system behavior. Current observability tools answer "what did the agent do" — they do not answer "was the agent's behavior sound."
The CAUM certificate answers a different question: not "what did the agent do" but "was the agent's behavioral process structurally sound" — with cryptographic proof attached.
This distinction matters for audit, legal, and regulatory purposes. A CAUM certificate is a defensible artifact that survives compliance review.
Enterprise use cases
Legal & Compliance Agents
Law firms running autonomous due diligence, contract review, or compliance agents need per-session audit artifacts. CAUM certificates provide cryptographic proof of behavioral soundness.
Financial Services
Banks and trading firms deploying autonomous coding agents face OCC, FRB, and SEC scrutiny of AI systems. CAUM's Ed25519-signed certificates align with existing model risk management (SR 11-7) frameworks.
Healthcare & Life Sciences
HIPAA-covered entities using AI agents for clinical documentation, coding, or research need behavioral audit trails. CAUM reads zero semantic content — compliant with zero-trust data access policies.
Enterprise DevOps
Engineering orgs running 10K+ agent sessions/day lose ~$95K/year to loops and stagnation. CAUM quantifies waste per session and enables real-time escalation before sessions reach CRITICAL tier.
The behavioral certificate
Every session produces a signed JSON certificate. Verifiable independently from CAUM — the Ed25519 signature includes the session hash, model identity, and timestamp.
"session_id": "sess_a7f3c2e1d4b9",
"model": "gpt-4o",
"framework": "openhands",
"uds": 0.847, // health score 0–1
"tier": "T2", // T1=OK T2=MONITOR T3=WARNING T4=PRE-CRITICAL T5=CRITICAL
"regime_dist": {
"EXPLORER": 0.71,
"GRIND": 0.19,
"STAGNATION": 0.07,
"LOOP": 0.03
},
"waste_pct": 3.8,
"steps": 47,
"resolved": true,
"timestamp": "2026-03-24T18:42:11Z",
"signature": "ed25519:a3f7e2b1c4d9...", // verifiable offline
"motor_version": "caum_v10.31.0"
}
Annual waste cost at enterprise scale
| Sessions/day | Failed sessions | Wasted steps/day | Annual waste cost* |
|---|---|---|---|
| 1,000 | ~780 | ~3,046 | $28,400 |
| 5,000 | ~3,900 | ~15,230 | $142,000 |
| 10,000 | ~7,800 | ~30,460 | $284,000 |
| 50,000 | ~39,000 | ~152,300 | $1.42M |
*Based on 13.83% waste rate in failed sessions, 78% failure rate, $0.03/session average cost. Excludes engineering time and SLA breach costs. Use the calculator for your parameters →
Zero semantic access guarantee: CAUM reads only tool names and structural metadata from agent traces. It never reads code content, file contents, prompts, payloads, PII, or business data. This makes CAUM compatible with zero-trust data access policies and avoids any data residency concerns.
Start with a pilot analysis
Upload a sample trajectory file from your production agent environment. Get a 10-page forensic PDF report with behavioral breakdown, waste quantification, and a signed certificate. First analysis free with code PIONEER.
For custom deployment, on-prem options, or volume pricing: contact@caum.systems