Chargebacks eating margins — automated dispute & evidence workflow

Executive Summary

Chargebacks are eroding margins for hospitality and service businesses as card-not-present bookings increase; roughly 2 million such merchants face growing dispute volumes but lack automated workflows to collect and package issuer-grade evidence, so most representment effort remains manual, slow and error-prone. That operational friction both raises costs and suppresses recoveries, creating a recurring pain point for small chains, independents and multi-property operators. You could build an automated dispute and evidence workflow that plugs into PMS, channel managers and POS systems, ingests transaction and stay/activity logs, and uses OCR + LLM pipelines to extract timelines and assemble issuer-specific evidence bundles; offer it as a SaaS subscription with an optional recovery service (modeled at $3K ACV per customer). Include human-in-the-loop review, audit trails for compliance, and dashboards that track win rates, time-to-respond and recovered revenue to demonstrate ROI. The timing is favorable: the addressable market is about $6.0B (2M businesses × $3K ACV), the Market Score is 88/100 and Revenue Potential 86/100, and secular trends—card-not-present growth, standardized platform integrations, and improvements in AI document processing—make automated capture both feasible and valuable. A modest 1% penetration of the market would represent roughly $60M ARR, so the upside is significant if you can scale distribution. To stand out in a medium-competition field, prioritize durable, maintained integrations with major PMS/POS vendors, build issuer-specific evidence templates and validation logic, and lead with compliance and transparent ROI metrics; be realistic about challenges though—integration complexity, the need to earn issuer and acquirer trust, and the operational cost of escalations and legal edge cases will require early investment and close partnerships.