A pre-built business engine, ready to operate.
AI returns management SaaS for Shopify Plus brands, production-ready with cold email GTM playbook.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Returns AI from MVP shell to operating business.
The TAM is real: 40,000 DTC brands spending $4,000 annually on returns tools. The GTM motion is repeatable with cold email and LinkedIn reaching ops managers directly. Merchant pain is acute: returns eat 25-30% of revenue for many brands, and fraud is rising. Shopify Plus merchants specifically have higher AOV and greater fraud exposure, making them willing to pay for smart automation and detection.
Entrenched competitors (Loop, AfterShip, Narvar) own this category with deep integrations and VC funding. Shopify is building native returns tools that steadily reduce the TAM. Most SMB merchants lack clean data (return reasons, fraud signals) for AI to work effectively. False positives on fraud detection create customer service crises and reputation damage. A single viral post about wrongly blocked refunds can sink a small SaaS startup instantly.
An existing B2B SaaS operator with cold email and sales expertise. Someone who has run outbound before or built a sales team. Technical enough to understand API integration and fraud detection, or partnered with a technical co-founder. Ideally connected to the Shopify Plus ecosystem. Not a first-time founder; the 0.14 success probability demands operator experience and sales discipline.
From contract signing to operating business.
Three ways in, depending on how much you want to build yourself.
Read the full buyer brief on every product in the catalog. All Fermi math, all agent specs, all sales kits, all skeptic memos. Cancel any time.
The full asset bundle transfers to your accounts. Brand, domain, landing, agent spec, financial model, sales kit, founder persona, video. You own it.
A Roll Digital chief operator builds Returns AI for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.