Paid ad likes disappear from organic post — build an ad-to-organic engagement verifier

Paid ad likes disappear from organic post — build an ad-to-organic engagement verifier targets a $4.8B = 20M businesses × $240 ACV (annual lightweight verification subscription at $20/month) total addressable market with medium saturation and a year-over-year growth rate of 10% YoY social ad tooling growth (eMarketer/Insider Intelligence estimate for social ad spend and tooling demand, 2024).

Key trends driving demand: Ad spend is shifting toward short-form social and boosted posts — creating demand for post-level measurement and attribution.; Growing skepticism about fake engagement and influencer fraud — brands need verification to justify spend and for compliance.; APIs and platform telemetry are becoming more accessible and standardized, allowing third parties to stitch ad vs organic signals reliably.; Smaller agencies and creators prefer affordable, single-purpose tools instead of large suites, enabling focused point solutions to gain traction..