Reduce payment reconciliation errors with AI-driven confirmations + human review

Reduce payment reconciliation errors with AI-driven confirmations + human review targets a $25.0B = 5M businesses × $5K ACV total addressable market with medium saturation and a year-over-year growth rate of 12% YoY (Payments automation and reconciliation market — MarketsandMarkets / McKinsey synthesis).

Key trends driving demand: Open banking and improved bank APIs — enable near-real-time payment status and richer data for automated matching.; Advances in OCR and NLP — make extracting and interpreting remittance data from invoices and receipts reliable at scale.; Platform economy growth — marketplaces and gig platforms are increasing multi-party payouts and need robust confirmation workflows.; Rising fraud and compliance focus — companies invest in automation to reduce chargebacks, disputes, and regulatory risk..