Every AI Decision, Traceable from Data to Outcome.

Trace any AI decision back to the data, the model, the policy, and the score behind it. So when someone asks why, you have the answer.

SHADOW AI DETECTION

Your Teams Built AI Agents Without Telling You.

Discover and govern every hidden AI deployment in your enterprise, including the ones IT doesn't know about.

Every shadow agent surfaces automatically.

Continuous scans find rogue deployments, untracked LLM API calls, and unsanctioned integrations before they reach production data.

Risk classified the moment it's discovered.

Each shadow deployment is scored by data sensitivity, regulatory exposure, and decision authority, so you know what to remediate first.

Governance without shutting down innovation.

Shadow agents come under policy without disrupting the teams that built them; visibility wins, velocity stays.

trusthouse.ai/shadow-ai
Shadow AI Discovery
Network Map · Last 24h
Scanning
TrustHouse Scanner
Support GPT
PII
Sales Summ.
CRM data
Marketing Bot
low risk
HR Screener
Resumes
Ops Helper
low risk
QA Bot
remediated
Doc Search
remediated
Discovered
12
High-Risk
4
Remediated
3
Uncertified · PII access Uncertified · low risk Remediated
Complete shadow visibilityRisk-based remediationZero disruption to engineering velocity
Enterprise Agent Catalog
Registry · 5 of 47 agents
Single source of truth
Agent Name
Owner
Status
Trust
Risk
Lending Decision Agent
M. Reyes · Risk
Active
97%
High
Claims Triage Agent
P. Singh · Claims
Active
72%
Medium
Marketing Copy Drafter
Unassigned
Shadow
Medium
Internal Doc Search
K. Lee · IT
Inactive
88%
Low
HR Resume Screener
J. Park · People
Shadow
High
Active 28 · Inactive 14 · Shadow 5Updated 2 min ago: Agent Quality Monitoring updated for Lending Agent (97%)

AGENT CATALOG

You Can't Govern What You Can't See.

Every AI agent in your enterprise (active, inactive, shadow, certified) in one registry, with one owner, one risk classification, one source of truth.

One record per agent. No exceptions.

Metadata, model version, deployment environment, and purpose mapped for every workflow (known, shadow, or retired).

When something breaks, you know who to call.

Every agent has a named business owner, data steward, and compliance contact attached to its record.

Lifecycle visibility, not point-in-time snapshots.

Track every agent from registration through certification, production, and retirement, in real time.

Single source of truthDefensible asset complianceClear data steward accountability

DECISION LINEAGE

When the Board Asks "Why Did the AI Do That?", Answer in Minutes.

Reconstruct any decision your AI ever made, end to end, in the time it takes to open a dashboard.

Every decision carries its own evidence.

Data sources, model version, policy checks, risk score, and outcome, all recorded automatically.

Replay any past decision exactly as it was made.

See the data, the model version, and the policy state at that exact moment in time.

Lineage that doesn't break between systems.

Decisions stay traceable across warehouses, model servers, agents, and business apps.

DECISION LINEAGELive trace
customer_data_v7
risk_model_3.2
policy: lending_v4
control: enhanced_verification
outcome: approved
Decision ID: #4821, trust score 94%
Compliance ready (EU AI Act, Article 12 & 13)Audit response in minutesCounterfactual analysis on real decisions
AGENT QUALITY MONITORINGLast 30 days
Lending Agent
AI Agent
97%
Claims Triage Agent
AI Agent
72%
Customer Support Agent
AI Agent
45%

AGENT QUALITY MONITORING

Certified Last Month Isn't the Same as Trustworthy Today.

Every AI agent gets a live trust score that updates as it operates. So you know which ones to act on, today.

Drift surfaces the moment it happens.

Scores update in real time as data, models, or behavior shift.

Know exactly what caused a score to drop.

Drill into the model change, data shift, or policy update behind the change.

Controls fire when scores cross your thresholds.

Alert, escalate, require human review, or block. You set the rules.

Compliance ready (EU AI Act, Article 15 continuous monitoring)Drift detected before incidents occurAutomated control before human catch

LineageTalk — Powered by Claude

Ask Your Lineage a Question. Get an Answer.

Ask any question about any data trace or decision in your enterprise. In plain English, with an answer you can defend.

Which risk model influenced the loan approval on account #4821?
credit_features_v7risk_model_3.2policy: lending_v4Approved

Account #4821 was approved by risk_model_3.2 using the credit_features_v7 snapshot from 02:14 UTC. Policy lending_v4 cleared all 9 controls; trust score at decision time was 94%.

Cross-system answersRisk + policy context includedExportable as audit reports

Make Every AI Decision Defensible.