Build an 'AI Content Liability Auditor'—a real-time fact-checking and compliance platform for enterprise AI. Integrate with LLM APIs (OpenAI, Anthropic) to cross-reference claims against trusted knowledge bases (e.g., SEC filings, medical journals). Flag high-risk outputs with confidence scores and automatically redact or replace false information. Provide audit trails for litigation defense.

Enterprises deploying AI for customer-facing applications (e.g., chatbots, content generation, financial advice) face unlimited liability for hallucinations. Current post-hoc correction tools are insufficient. Legal teams spend 40% of their time reviewing AI outputs, costing $200K+/year per firm. No real-time fact-checking infrastructure exists for generative AI.