Transparency, verification, and multi-layer protection against AI hallucinations
AI assistants like ChatGPT, Claude, and Gemini can "hallucinate" - generating plausible-sounding but false information. For regulated industries, this is critical: a hallucinated credential claim could create compliance risk.
Research Finding: LLMs hallucinate 17-82% on legal/regulatory queries (Stanford HAI, 2025). General factual queries have a 10-20% error rate.
We don't trust a single AI. Every query runs through multiple verification layers to ensure accuracy.
We don't trust a single AI. Every query runs through multiple models:
Result: Higher confidence when all models agree. Lower confidence when they diverge.
Our system automatically detects suspicious patterns:
All 5,900+ businesses in our database come from Google Places API - verified to exist as of 2025.
We do NOT track phantom or invented businesses. Every business in our system has been verified through Google Places API.
When AI mentions a business not in our database, we flag it as "unverified" and recommend cross-checking against official sources.
For regulated industries, we explicitly state limitations:
Important: BiDigest monitors AI visibility and flags potential issues. We do NOT certify compliance or provide legal advice.
We believe in radical transparency. You should see exactly how we arrive at our conclusions.
Every report includes the raw responses from each AI model. No black boxes - you can verify our analysis.
When models conflict, we clearly flag it. You'll see exactly which models agree and which disagree.
AI answers change over time. Every query is timestamped so you can track how recommendations evolve.
Key findings include confidence scores (0-100). High scores mean models agree; low scores mean verify.
Current AI models hallucinate (generate false information) 10-20% of the time on factual queries, and 17-82% on complex legal/regulatory queries (Stanford 2025 research). BiDigest uses multiple protections to detect and flag potential hallucinations.
We use multiple detection methods:
Verify the flagged information against official sources:
All 5,900+ businesses in our database come from Google Places API and were verified to exist as of 2025. We do not track phantom or AI-invented businesses.
Transparency builds trust. By showing you exactly what each AI said, you can:
Start with a free diagnostic and see how we ensure accuracy every step of the way.