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
Agent Catalog
Registry · 4 of 47 agents
Last synced 4 min ago
Agent Name
Source
Trust Score
Status
Lending Decision Agent
AWS Bedrock
97%
Certified
Claims Triage Agent
AWS Bedrock
72%
Needs Review
Marketing Copy Drafter
Azure AI Foundry
Shadow
HR Resume Screener
Vertex AI
Shadow
47 agents cataloged · 5 shadow agents detected · 3 environments connected
SnapshotsToday 09:12Yesterday 14:30Aug 16 11:05View history

AGENT DISCOVERY & CATALOG

One Registry for Every AI Agent in Your Enterprise.

Known agents, shadow agents, agents built outside TrustHouse: discovered, cataloged, and scored automatically.

Every Agent Discovered, Not Just the Ones You Know About.

Automated crawlers pull live agent inventories from your AI infrastructure. Nothing has to be manually registered to be seen.

A Trust Score for Every Agent, Not Just a Name in a List.

Agents are evaluated across multiple quality dimensions, including bias and prompt injection resistance, scored per persona, and certified with a downloadable evidence report.

History You Can Go Back To, Not Just a Snapshot of Today.

Every scan is preserved. See exactly what agents existed, what changed, and when, at any point in time.

Agents Built Outside TrustHouse, Cataloged Just the Same.

Import agents from your existing cloud environment by connecting your infrastructure. No rebuild required to bring an agent into the registry.

From Discovered to Defended in One Click.

Attach a security gateway to any cataloged agent directly from its record. Discovery and protection live in the same workflow.

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%

CONTINUOUS ASSURANCE 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.