dough dog
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Stay AI is strong on retention automation — WinbackEngine, ML-driven cancel flows, deep LTV analytics. It's a good fit when subscription is your primary revenue engine and churn is the #1 KPI on the dashboard.
But here's the apparel truth: most apparel subscription churn isn't “life circumstances changed” — it's “this shirt in this size isn't what I wanted.” Stay AI reverses churn after the fact. Dough Dog prevents it at the curation and inventory boundary — rotating Selections, purchase-history filtering, inventory reservation pre-charge — so the wrong shipment never goes out. 1% of subscription revenue + 19¢ per transaction, no monthly fee.
They optimize for reordering. We optimize for anticipation.
Eight criteria, head to head. Pricing verified April 2026.
| Criterion | Dough Dog | Stay AI |
|---|---|---|
| Built for apparel | ✓ | ✕ Consumable-lean |
| Rotating, curated Selections | ✓ Per subscriber, every cycle | ✕ |
| Group subscriptions (matching / siblings / multi-pack) | ✓ Unique | ✕ |
| Inventory reservation | ✓ Live | !⚠️ Not reservation |
| AI-driven cancel flows | Partner + roadmap | ✓ Native |
| WinbackEngine-equivalent | Klaviyo flows (9 native events) | ✓ Native ML winback |
| LTV analytics | ✓ Apparel-cohort | ✓ Deep, broad |
| Pricing | 1% rev + 19¢/tx · no monthly fee | Pro $499/mo + 1% + $0.19; Enterprise custom |
Pricing verified on each vendor's public page in May 2026.
Apparel churn isn't mostly life-circumstance — it's “wrong print, wrong size.” Winback engines fight that after the box ships. Dough Dog prevents it: curated Selections matched to the subscriber, so the wrong product doesn't go out in the first place. Less churn to reverse.
Wrong-size shipments are the #1 apparel churn trigger. Stay AI has a stock-check toggle (less granular than a 3-mode policy); Dough Dog goes further and reserves the exact SKU × size × color pre-charge, so the size the subscriber wanted is the one that ships.
Per-subscriber curation every cycle, filtered by preference and purchase history. Stay AI has no curation engine — it works to retain subscribers on whatever the program already ships.
Matching tops/bottoms, sibling sets, multi-packs — Stay AI has no group / matching primitive. For family and gifting apparel programs, this is a retention mechanic winback can't replicate.
Stay AI's WinbackEngine and ML-driven cancel flows are best-in-class. If subscribers churn because life changed, Stay AI's winback genuinely moves the needle.
Deep, broad LTV analytics and subscriber-cohort reporting across categories.
If subscription is the core of your business and churn is the only number on the dashboard, Stay AI's retention-first toolset is purpose-built for it.
Verified April 2026.
| Plan | Pro $499/mo + 1% + $0.19; Enterprise custom |
| Tier | Pro tier |
| Model | Quote-based |
1% of subscription revenue + 19¢ / transaction
No monthly fee. Flat — no percentage-of-GMV, no feature tiers. Aligned incentives: we only succeed when your program does.
Stay AI Pro is $499/mo + 1% + $0.19/tx (Enterprise is custom). Dough Dog is 1% of subscription revenue + 19¢/tx with no monthly fee.
Run end-to-end by the Dough Dog team. Zero store downtime.
Subscriber and plan data exported from Stay AI and mapped to the Dough Dog schema. Shopify app install. Billing cutover plan.
Test migration on a 10% subscriber cohort. QA. Customer comms drafted.
Full migration. Old Stay AI plans terminated, new Dough Dog plans live, customer notification sent.
Downtime: none — subscribers keep plans, billing dates, and history. Launch from scratch takes under 12 hours.
Quick answers on switching to Dough Dog.
2–3 weeks, run by the Dough Dog team, zero store downtime.
Under 12 hours. No developers required.
Native integration with a deeper feature set on Plus (custom checkout extensions, Flow triggers, headless-friendly).
Yes — 2-week pilot on a subset of subscribers with full features; side-by-side metrics vs your current platform.
