Multi-Provider Verification

TruthVouch simultaneously monitors ChatGPT, Claude, Gemini, Perplexity, and 5+ other AI engines. Multi-provider verification normalizes responses across different model styles and outputs.

Supported Providers

Provider	Models	Status
OpenAI	GPT-4, GPT-4 Turbo, GPT-3.5 Turbo	Active
Anthropic	Claude 3 Opus, Sonnet, Haiku	Active
Google	Gemini Pro, Ultra, Flash	Active
Perplexity	Custom model	Active
Cohere	Command	Active
Mistral	Large, Medium	Active
Meta	Llama 2, 3	Active
Azure OpenAI	Azure-hosted OpenAI	Active
AWS Bedrock	Multi-model	Active

Query Normalization

Different LLMs respond with different styles and phrasing to the same question. TruthVouch normalizes these responses to extract consistent, comparable claims:

Same query across all providers produces comparable outputs
Entity and claim extraction identifies key factual assertions
Responses are normalized to standard format for verification
Confidence scores reflect the model’s stated certainty

This normalization enables fair, apples-to-apples comparison across all 9+ supported AI engines.

How It Works

TruthVouch sends the same canonical query to all 9+ supported providers simultaneously. Each response is normalized into a standard format, then verified against your truth nuggets. This parallel multi-provider approach catches hallucinations that might slip through a single AI engine.

Response Aggregation

When you run a cross-check query, TruthVouch aggregates responses to show:

What each provider said
Consensus answer (when providers agree)
Agreement rate (percentage in alignment)
Overall confidence in the result

Conflict Detection

Detects when providers disagree:

ChatGPT: "Founded in 2023"
Claude: "Founded in 2023"
Gemini: "Founded in 2024"
Perplexity: "Founded in 2023"

Conflict Detected:
  Agreement: 3/4 (75%)
  Outlier: Gemini (likely hallucinating)
  Recommendation: Alert, require manual review

Provider Reliability Scoring

Track which providers are most reliable for your specific content:

Accuracy: Percentage of correct responses
Hallucination rate: Percentage with detected hallucinations
Response consistency: How often responses agree with other providers

Dashboard View

Monitor all 9+ providers in one view:

Navigate to Shield → Multi-Provider Monitoring
See:
- Heat map of which claims each provider gets right/wrong
- Provider reliability trends
- Cross-provider consensus scores
- Agreement analysis

Configuration

You can enable or disable specific providers and set consensus thresholds in Dashboard → Monitoring Settings:

Select which providers to monitor
Set check frequency
Configure alerts when providers disagree
Set minimum consensus threshold for alerts

Next Steps

Multi-Provider Monitoring: Set up provider tracking
Conflict Alerts: Get notified when providers disagree
Provider Analytics: Compare provider reliability over time
Dashboard: Monitor all 9+ providers in one view