Bundles + cross-sell, mined from your real Shopify orders.
Embedded Shopify app. Real mining engines over your order history, not a vendor-trained model on someone else's data. Pushes Shopify-native Bundle products (productBundleCreate). $49/mo with a 14-day trial. App Store listing in review.
(We email when the App Store listing goes live)
Why this fit
Most Shopify recommendation apps are either Rebuy (premium, GMV-scaled, post-purchase upsell focus) or a vendor ML model (Glood, Nosto). MBA is the third option: flat pricing, real rules from YOUR orders that you can audit + override, and an MCP server so AI agents can hit your recommendation data directly. Best fit for stores under $4M GMV that want transparent + predictable infra.
The right primitives for the job
Real co-purchase, your data
Mining runs on your order history inside your shop's session. No order data leaves the app. Every rule is inspectable: support, confidence, lift.
Native Bundle products
Push a bundle from the admin grid. The app calls productBundleCreate; Shopify's bundle infrastructure handles checkout fulfillment. Not a JS-overlay widget.
BYO LLM key
AI bundle copy + ai_catalog cold-start engine use your own Anthropic or OpenAI key (encrypted at rest). You see + pay for every token. Disabled by default.
MCP server included
Public REST API + MCP server. Claude Desktop / Claude Code / Cursor / OpenAI Agent SDK can query your shop's recommendations directly. No other Shopify cross-sell app ships this.
Orders-velocity remining
Auto-remines after the shop accumulates 50 new orders since the last run, dedup-safe via X-Shopify-Webhook-Id. No manual trigger; no stale recommendations.
Predictable flat pricing
$49/mo. No GMV scaling, no revenue share, no usage caps, no add-ons. 14-day trial via Shopify Billing.
What you skip
The friction we're explicitly cutting out.
- GMV-scaled SaaS bills that climb as your store grows
- Revenue share on every attributed sale
- A black-box ML model trained on a competitor's data
- A JS-overlay widget that loads after the page renders
- Sending your order history to a third-party cloud
App Store review in flight.
We're finalizing the App Store listing. Drop your email to get the install link the moment Shopify approves. Real co-purchase mining + flat pricing + an MCP server, pick the one you actually want.
Get on the early-access list