Agent Black Box

The Black Box for AI Agents

Know exactly what your AI did, why it did it, and whether it should have. Recon records every agent action, scores trust in real time, and lets you replay failures step by step.

Works with LangChain, OpenAI, custom agents, and autonomous workflows

AI agents are starting to act, not just respond.

But when something goes wrong:

  • You don’t know what actually happened
  • You can’t trace the decision chain
  • You can’t explain it to your team or users
  • You don’t know if it will happen again

Logs aren't enough.

You need a system that understands behavior.

Meet the Agent Black Box

Every action your AI takes is recorded as a Trust State.

PromptReasoningTool callsAPI responsesMemoryDecisionsPoliciesOutcomes

All captured. All replayable. All scored.

Just like a flight recorder for AI.

One line to full visibility

Wrap your agent run — Recon captures the rest.

import { guard } from "recon-sdk"

const result = await guard(agent.run)(task)

One line to capture every decision your agent makes.

Not just logs. A trust layer.

Every action is evaluated before execution:

EXECUTEEXECUTE_MONITORRETRYREQUIRE_APPROVALBLOCK

Your agents don't just run.

They earn the right to act.

Replay any incident step by step

  • See exactly how an agent moved from input → decision → failure.
  • Identify where trust dropped
  • See which policy triggered
  • Understand what to fix
  • From guesswork → to certainty
Command Center

Active agents

24

+3

Trust score (fleet)

87

stable

Open incidents

2

1 critical

Timeline — incident replay

10:00:01User task receivedEXECUTE
10:00:03Tool: search_docsEXECUTE_MONITOR
10:00:06Policy: high-risk writeREQUIRE_APPROVAL
10:00:08Blocked — PII patternBLOCK
Open interactive replayPreloaded incident — no setup

Beyond debugging: a Trust Operating System

Command Center

Monitor live agents

Timeline

Replay behavior

Trust Atlas

Map risk across systems

Drift

Detect change before failure

Autonomy

Control how agents act

Recon turns AI systems into something you can actually govern.

Built for teams running real AI systems

AI engineers building agents
Startups deploying autonomous workflows
Enterprise teams managing AI risk
Developers integrating tool-based agents

If your AI can act, you need a Black Box.

Simple, usage-based pricing

You pay for Trust States processed.

Starter

$49–$99/ month

Up to 100k Trust States

Get started
Most teams

Pro

$299–$999/ month

Up to 1M Trust States

Start Pro

Trust+

$2k–$5k/ month

Advanced governance + analytics

Request access

Enterprise

Custom

Compliance, audit, and large-scale systems

Contact sales

Start recording your agents.

Before they make a decision you can't explain.