AI news verification - cost aware, scalable credibility API and caching

AI news verification - cost aware, scalable credibility API and caching targets a $1.0B = 200,000 organizations x $5,000 ACV. Buyers include publishers, media monitoring firms, PR/comm teams, NGOs and mid-size platforms that need continuous article verification and explainability. total addressable market with medium saturation and a year-over-year growth rate of 20-30% driven by platform trust needs and regulatory compliance.

Key trends driving demand: Regulatory pressure -- laws like the EU Digital Services Act increase platform liability and create demand for audit-ready verification; Platform trust focus -- publishers and platforms face user trust problems, raising willingness to pay for explainable verification; Model diversification -- multi-provider and smaller specialized models reduce vendor lock-in and allow cost/quality tradeoffs; Real-time misinformation spikes -- events and elections create bursty demand for verification services that scale.