How It Works
TruthVouch operates on a five-step workflow: define your truth, connect your AI systems, detect and protect in real-time, automate compliance, and optimize performance. Here’s how the fully-automated platform works together to keep your AI trustworthy at every step.
Step 1: Define Your Truth
Everything starts with Truth Nuggets — verified facts about your organization. During onboarding, we help you structure:
- Product names and descriptions — Marketing names, version numbers, launch dates
- Leadership and company info — Names, titles, org structure, funding stage
- Capabilities and pricing — Feature lists, pricing tiers, service levels
- Policies and claims — Data handling, security practices, certifications, compliance status
- Brand positioning — Core messages, brand values, competitive differentiation
These become your ground truth database. Every AI fact-check, hallucination detection, compliance scan, and content certification automatically flows from these verified facts. You control what gets added — no guessing, just pure automation based on your truth.
Step 2: Connect Your AI
TruthVouch integrates with your AI systems in three ways:
For public AI engines (ChatGPT, Gemini, Perplexity, Claude, etc.): We continuously query them and score responses against your Truth Nuggets. No integration needed — we handle monitoring automatically.
For your internal LLM calls: Drop the Trust API SDK into your application (3 lines of code). Every LLM call is fact-checked against your Truth Nuggets before the response reaches your users. Works with any LLM provider and any language (Python, TypeScript, C#, more).
For employee AI usage: Deploy the Sentinel Agent on Windows or macOS workstations (Intune, Jamf, or GPO). Monitors every AI tool employees use (ChatGPT, Copilot, Cursor, Claude, Perplexity) and enforces governance policies.
Step 3: Detect & Protect in Real-Time
Once connected, TruthVouch runs four detection engines on every AI interaction:
Hallucination Detection (Shield): Uses AI-powered verification to compare AI responses against your Truth Nuggets. When a problem is found, a correction is generated and auto-deployed.
PII Masking: Scans AI outputs for sensitive data (SSNs, credit cards, email addresses, API keys) and masks them before the response is delivered. Critical for customer-facing AI.
Policy Enforcement: Your governance policies (as code) are evaluated in real-time. Block certain AI tools, enforce content safety rules, limit data classification levels, require approval workflows. All decisions are logged for audit.
Content Safety: Detects potentially harmful content (hate speech, violence, misinformation) and quarantines or rewrites before delivery.
All detection happens with minimal latency — fast enough for real-time LLM pipelines and customer-facing applications.
Step 4: Comply & Report
Compliance is automated. TruthVouch continuously monitors your AI systems against 50+ regulatory frameworks across 22 jurisdictions:
- Framework mapping — Every AI system is automatically mapped to applicable regulations (EU AI Act, ISO 42001, NIST AI RMF, GDPR, HIPAA, SOC 2, and others)
- Evidence collection — We pull control evidence from infrastructure connectors (AWS, Azure, Kubernetes, Datadog, GitHub, Slack, and more)
- Training management — Track evidence of AI governance training completion (SCORM/xAPI compatible)
- Compliance scans — Run on-demand or on schedule to identify gaps, then auto-generate remediation tasks
- Audit reports — One-click exports in audit-ready formats (OSCAL, NDJSON, PDF) customized for your frameworks
- Incident management — EU AI Act Article 73 notifications and GDPR Article 33 breach reports auto-drafted and deadline-tracked
A full compliance scan across 50+ regulations takes under 20 minutes.
Step 5: Optimize & Grow
With monitoring and compliance in place, TruthVouch helps you optimize your AI investments:
GEO (Generative Engine Optimization): Like SEO but for AI engines. We audit your website across 8 dimensions (factual density, structured data, answer blocks, content freshness, heading hierarchy, and more) and provide ranked optimization recommendations. Compare yourself against named competitors.
Competitive Benchmarking: See how your brand presence compares to 3-5 competitors across multiple AI engines. Understand what AI knows about them and what gaps exist for you.
AI Maturity Assessment: Track your readiness across 5 dimensions (Monitoring, Compliance, Governance, Transparency, Operations). Benchmark against your industry. Get personalized tool recommendations.
Cost Attribution: Dashboard shows you exactly which departments drive AI spend, which tools cost the most, where to negotiate better rates.
High-Level Architecture
Here’s how data flows through TruthVouch:
- Hallucination Detection
- PII/Policy/Safety
- PII Masking
- Audit Log
(Every 24h, 1h, or custom)
Key Performance Metrics
- Hallucination Detection: AI-powered verification across 7 AI models
- Enforcement: Real-time per request through the Governance Firewall
- Correction Deployment: Automatic deployment from alert to corrected AI response
- Compliance Scan Time: 50+ regulations audited in under 20 minutes
- API Response Time: Fast response times per fact-check call against truth corpus
- Claim Extraction: 100+ claims extracted per batch submission (Content Certification)
- Uptime SLA: 99.9% on Enterprise tier
Next Steps
Ready to get started? Choose your role:
- For CEOs & Founders — 5-minute quick setup
- For CTOs & Engineering Leaders — 30-minute integration
- For Compliance Officers — 60-minute audit setup
- For Marketing Leaders — 60-minute brand monitoring
Or explore Key Concepts to understand all the terms in detail.