Monitor what large LLMs say about your company and fix errors

Monitor what large LLMs say about your company and fix errors targets a $15.0B = 5.0M businesses x $3,000 ACV. Rationale: 5M addressable SMEs and midmarket firms globally that care about external discovery, PR risk, and sales funnel accuracy, paying an average annual fee for monitoring plus remediation services. total addressable market with medium saturation and a year-over-year growth rate of market for reputation and monitoring tools growing 12-20% annually as AI assistants expand use.

Key trends driving demand: LLM-driven discovery -- More customers and partners are using LLMs and AI assistants as a primary discovery tool, increasing the impact of model output errors on pipeline and perception.; Authoritative public APIs -- Availability of government and registry APIs like Companies House enables automated cross-checks against LLM outputs, making automated validation feasible.; Reputation-as-a-service -- Growing demand from PR and compliance teams for continuous monitoring and fast remediation of misinformation and brand-confusion..