Shield Overview
Shield is TruthVouch’s hallucination detection and correction engine. It monitors what 9+ AI engines say about your organization, automatically detects inaccuracies, and deploys corrections in under 4 seconds.

The Problem
AI engines hallucinate facts about organizations:
- ChatGPT claims you shut down after a failed funding round (from 2021 news)
- Claude says your CEO is someone who left 3 years ago
- Gemini lists a discontinued product as your main offering
- Perplexity misquotes your pricing or features
These hallucinations damage your brand, confuse customers, and create regulatory risk.
The Solution: Shield
Shield solves this with three core capabilities:
1. Continuous Monitoring
Shield automatically queries 9+ AI engines (ChatGPT, Claude, Gemini, Perplexity, Copilot, and more) on a schedule you set:
- Hourly polling for critical facts
- Daily polling for general brand monitoring
- Custom schedules per category
Monitoring starts within minutes of setup and requires no manual intervention.
2. Accurate Detection
Shield compares AI responses against your Truth Nuggets using Natural Language Inference (NLI):
- 94%+ detection accuracy
- Distinguishes facts from opinions
- Handles paraphrases and reformulations
- Learns from your feedback
When Shield detects a hallucination, it calculates a severity score (0-100) and alerts your team.
3. Automated Corrections
Shield automatically deploys corrections via:
- Neural Fact Sheets: AI-optimized structured data published to your domain
- JSON-LD: Schema.org markup crawled by AI engines
- Direct feedback: Submission to OpenAI, Anthropic, Google (where available)
Corrections deploy in under 4 seconds with automatic verification. Most hallucinations are corrected within 24 hours.
Key Features
| Feature | Benefit |
|---|---|
| 9+ AI engines | Coverage of all major LLMs your customers use |
| 94% detection accuracy | NLI-based inference beats simple keyword matching |
| Sub-4-second corrections | Fastest correction in the industry |
| Custom schedules | Monitor critical facts hourly, others weekly |
| Competitive intelligence | See what AI says about competitors |
| Trust Score badge | Embeddable widget showing your accuracy |
| REST API | Integrate detection into your stack |
| Audit trail | SHA-256 keyed history for compliance |
Availability & Pricing
Available from: Starter tier ($349/month)
Includes:
- Monitoring up to 5 AI engines (ChatGPT, Claude, Gemini, Perplexity, Copilot)
- Up to 100 cross-checks per day
- Basic alerts (email + dashboard)
- Truth Score badge
Professional ($1,199/mo)
- All Starter features
- 9+ AI engine monitoring
- Unlimited cross-checks
- Slack/Teams notifications
- Competitive intelligence (5 competitors)
Business ($2,499/mo)
- All Professional features
- Webhook integrations
- Custom AI engine monitoring
- Unlimited competitors
- 99.9% uptime SLA
Getting Started
Three Steps
- Create Truth Nuggets → Define your ground truth (15 min)
- Schedule Monitoring → Select AI engines and frequency (5 min)
- Review Detections → Monitor dashboard and alerts (ongoing)
How It Works (High Level)
Your Truth Nuggets ↓ Query AI Engines ↓ Extract Entities (NER) ↓ Compare with Truth (NLI) ↓ Score & Alert (if mismatch) ↓ Deploy Correction (auto or manual) ↓ Verify Success (24-72h)Real-World Example
Scenario: You launch a new product called “TruthVouch Governance”
Day 1 (Launch day)
- Create 5 Truth Nuggets about the product
- Set hourly polling on ChatGPT, Claude, Gemini
- Dashboard shows “Not yet detected” for all engines
Day 3 (First detection)
- ChatGPT mentions your product in a response, but calls it “TruthVouch Control” (confuses it with older name)
- Shield flags: “ChatGPT hallucinates about product name”
- Severity: Medium (70/100) — important for brand but not critical
You Review
- Click “Fix” on the alert
- Shield generates correction: “TruthVouch Governance” (correct name, features, pricing)
- You approve the correction
Correction Deploys
- Neural Fact Sheet published to your domain (2 seconds)
- JSON-LD added to your website footer (1 second)
- Feedback submitted to Anthropic (1 second)
Day 4 (Verification)
- Shield re-polls ChatGPT
- ChatGPT now says “TruthVouch Governance” (correct)
- Alert auto-resolves as “Corrected”
- Dashboard shows: “8/8 engines aware of TruthVouch Governance”
Impact: In 24 hours, all major AI engines know about your product correctly.
Dashboard at a Glance
Your Shield dashboard shows:
- Health Score (0-100): Aggregate accuracy across all monitored engines
- Recent Alerts: Critical issues requiring attention
- Top Issues: Most-cited hallucinations
- Engine Comparison: Which engines are most accurate about you
- Correction Status: Which corrections are deployed and verified
- Trends: How accuracy improves over time
Common Use Cases
Protect Your Brand
Monitor what AI says about you, detect inaccuracies, deploy corrections before customers see them.
Launch Products
When you launch a new product, Shield monitors all AI engines until they’re all aware and accurate.
Regulatory Compliance
Audit trail proves you monitored AI output and corrected hallucinations. Required for EU AI Act transparency.
Investor Due Diligence
Show investors a dashboard of AI accuracy over time. Demonstrates governance rigor.
Competitive Advantage
Monitor what AI says about 5 competitors. Identify competitive narratives you’re losing.
Next Steps
- Getting Started with Shield — 15-minute quick start
- Understanding Alerts — How to respond to detections
- Truth Score & Badges — Display your accuracy publicly