Verify whether local businesses actually appear in AI chat models and prove AEO ROI

Verify whether local businesses actually appear in AI chat models and prove AEO ROI targets a $6.0B = 2,000,000 local businesses × $3,000 ACV total addressable market with medium saturation and a year-over-year growth rate of 20% YoY — estimated growth driven by AI adoption in discovery and enterprise/local marketing budgets (industry trend synthesis).

Key trends driving demand: LLMs become a primary discovery interface — businesses need visibility measurement because consumers are increasingly asking conversational agents for local recommendations.; Agencies rapidly reframe services around AEO — demand for objective measurement and audit trails rises as owners ask for ROI proof.; Publishers and knowledge graphs are more connected to LLM training and retrieval — tracking how entity data propagates into answers is feasible and valuable.; Commoditization of basic LLM tooling — specialized, auditable measurement and historical datasets create differentiation..