CAUM Live Meter

Live structural monitoring for AI agent runs.

CAUM watches event traces for loops, stagnation, exact cycles, token exposure, and cost exposure while your agents run. It does not read private content, judge correctness, or control the agent.

Observe-only Zero-semantic No blocking Hash-chain evidence
Live Runs
Shadow mode
Active runs
18
Hard alerts
2
Cost exposed
$7.42
agent_42 T5 cycle 0.68 $3.20
browser_run T4 cycle 0.31 $1.08
code_agent T2 cycle 0.00 $0.19
chain_head: 6f1a9c8b... | decision: observe_only | allowed_to_block: false
Stripe returned you to CAUM after checkout. For onboarding, email contact@caum.systems with the agent you want to observe first: Claude Code, Codex, OpenHands, SWE-agent, or a custom runtime.

What CAUM Live tells you

CAUM is narrow by design. It does not try to be a general tracing suite or a truth detector. It measures whether agent work still has healthy structural movement.

Structural health

T1-T5 health tiers for each run, with review priority and profile-aware calibration.

Loop evidence

Exact cycle coverage, repeated state patterns, deadwork pressure, and loop entry alerts.

Cost exposure

Observed token and cost counters are tied to the structural evidence, not to semantic judgment.

Send structure, not secrets

Live events can include agent identity and delegation metadata when available. CAUM hashes identity fields in returned evidence and ignores sensitive content fields.

{
  "session_id": "deploy-184",
  "agent_id": "agent-42",
  "identity_sub": "spiffe://acme/prod/agent/42",
  "scopes": ["tools:read", "tools:execute"],
  "event": {
    "event": "tool_call",
    "tool": "bash",
    "status": "completed",
    "input_tokens": 420,
    "cost_usd": 0.013
  }
}

Start with a paid Live Meter pilot.

These plans buy structural observability access and onboarding for agent runs. PDF Receipt remains available per upload for after-the-run audit artifacts.

Builder

CAUM Live Builder

For one builder who wants CAUM on coding-agent runs without an enterprise process.

$49 / month
  • Live Meter onboarding for one agent workflow
  • Structural health, loop, token, and cost signals
  • Zero-semantic event boundary
Start Builder
Operator

CAUM Live Operator

For higher-volume pilots that need a more guided integration path and operator review.

$999 / month
  • Higher-touch onboarding for multiple agent workflows
  • Run review support around hard structural alerts
  • Private-content-safe event design
Start Operator

CAUM observes structural evidence only. It does not judge whether an answer is true, does not claim hallucination detection, and does not block agents.

Live Meter during the run. PDF Receipt after the run.

Use Live Meter for running agents, then generate a PDF receipt when a run needs human review, audit evidence, or a customer-safe incident artifact.