Catch when your AI agent lied about being done

Upload your agent log. Get a full coherence, risk, and residual audit in 30 minutes. Detects false completion, unearned confidence, tool failures, and 18 more failure modes โ€” including acoustic bearing faults.

21
Residual Types
10ms
Real-time Gate
6
Audit Templates
SHA256
Time-Chain

What's killing your agent deployments

๐Ÿคฅ

False Completion

Your agent says "done" but 5 orders weren't processed. Customers find out first. You refund. They churn.

๐Ÿ˜Ž

Unearned Confidence

Model outputs 95% confidence with zero tool calls. No evidence. Pure hallucination dressed as certainty.

๐Ÿ”ง

Tool Failures

API call failed, agent ignored the error, marked task complete. Silent failure. No ticket. No alert.

๐Ÿค–

No Observer Layer

LangGraph, CrewAI, AutoGen โ€” none of them watch themselves. They generate without observing. This is the missing layer.

How it works

1

Upload your agent log

LangGraph, CrewAI, AutoGen, or raw JSON. We parse tool calls, model outputs, states, and outcomes automatically.

2

MIO Observer runs 21 residual checks

False completion, unearned confidence, tool failure, model uncertainty, bearing degradation, gear mesh anomaly, contact chatter โ€” all checked.

3

Get your audit report

Coherence score (0-1), risk score, uncertainty score, action gate decision, residual map, and recommendations. Markdown + JSON. Time-chain verified.

4

Fix the failure modes

Each residual has a recommended response: allow, pause, ask_human, rollback, or deny. Know exactly what to fix and why.

Sample audit report

This is a real report from an agent that claimed success but had a tool failure and state mismatch.

# MIO-OSL Audit Report
Missionmission_test_false_completion
Coherence0.59
Risk0.50
Uncertainty0.10
Action GatePAUSE
Residuals2
๐Ÿ”ด HIGH โ€” tool_failure
Tool call 1 failed: Printer offline
Recommended: rollback
๐ŸŸก MEDIUM โ€” false_completion
Task marked complete but state mismatch: 33%
Expected: 100 orders, Actual: 95 orders
Recommended: rollback
Recommendations:
โ€” CRITICAL: Tool call 1 failed โ€” immediate attention required
โ€” False completion pattern โ€” improve completion verification
Time-Chain verified: SHA256 chain intact โœ…
Generated by MIO-OSL โ€” Inner I Observer State Layer

21 residual types detected

No other observability platform checks for these. This is a new category.

false_completion unearned_confidence tool_failure model_uncertainty execution_drift state_mismatch goal_conflict safety_conflict sensor_conflict context_gap memory_conflict bearing_degradation gear_mesh_anomaly cable_slack_or_strum contact_chatter actuator_overload_thermal loose_fastener lubrication_failure payload_mismatch environmental_interference covert_failure_mode

โ— Core residuals (AI agents)    โ— AVSOL residuals (robots/physical AI โ€” acoustic & vibrational)

Pricing

No monthly minimum. Pay per audit. Cancel anytime.

Single Audit
$111
  • 1 agent log audited
  • Full residual report
  • Markdown + JSON
  • 30-min delivery
  • Time-chain verified
Get Audit
Enterprise
Custom
  • Unlimited audits
  • SOC 2 evidence packs
  • RBAC + SSO
  • On-prem / air-gapped
  • AVSOL robotics
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