Truthound AI Evidence Console

Sniff out bad data. — AI proposes. Humans approve.

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Truthound AI Evidence Console

AI proposes, humans approve, and every change becomes an audit log. Watch the Evidence Console flow in action.

<500ms

Proposal latency

100%

Audit coverage

2-tier

Permission model

Truthound AI Evidence Console — Sniff out bad data

AI Layer

suggest_suite

explain_run

Inputs

schema.yaml

baseline.json

history.db

TRUTHOUND

Console

Ops Surface

Review Queue

Approve / Apply

Audit Log

AI Propose

suggest_suite analyzes schemas, baselines, and history to generate concrete fixes. AI moves first.

Human Review

Every proposal arrives in the Evidence Console Review Queue. Reviewers inspect and decide.

Approve & Apply

Only approved proposals are applied to real pipelines. AI has no execution authority.

Audit Log

Every proposal, review, approval, and rejection is recorded in an immutable log.

Capabilities

AI helps. Humans decide.

Every step of data quality management in one console, from AI proposals to audit logs, with full visibility and control.

Evidence Console

View every AI proposal and review history in one place. Track quality metrics, pending reviews, and approval rates in real time.

AI Proposal Engine

suggest_suite detects schema violations, anomalies, and drift, then proposes concrete fixes with explain_run evidence.

Review Queue

Reviewer-specific queues and severity-based sorting prevent review bottlenecks.

One-Click Apply

Apply approved fixes to pipelines with one click, including dry-run preview and rollback support.

Immutable Audit Log

Every proposal, review, approval, rejection, and application is recorded with timestamps for regulatory audits.

Schema Tracking

Visualize schema versions and diffs while automatically checking backward compatibility.

Drift Detection

Detect distribution shifts against baselines in real time with PSI-based drift scores.

Open Source Core

Connect a private dashboard on top of the Truthound Core + Orchestration OSS engine.

Enterprise Console

Complete governance in one console

From security auth to audit tracking, the platform includes what enterprise data quality governance needs.

Governance

Immutable audit logs
Proposal, approval, and rejection history
Audit report export
Session and API key auth

Explainability

explain_run proposal evidence
Schema diff viewer
Drift score time-series charts
Baseline comparison dashboard
Feature importance analysis

Deployment

Single Docker container deployment
Kubernetes Helm Chart support
Environment variable overrides
OSS Core + Orchestration integration
Hot reload and zero-downtime updates

<500ms

Proposal latency

100%

Audit coverage

2-tier

Permission model

3-tier

Validation layers

1-click

Approve to apply

∞

Audit retention

Open Source Foundation

Inspect the source. Trust the system.

The validation engine and orchestration layer are fully open source under Apache 2.0. Enterprise Console adds RBAC, audit logs, and dashboards for team operations.

truthound-core truthound-orchestration

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We provide consulting from data quality governance design to Evidence Console deployment.

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