MBA vs Honeycomb Upsell & Cross Sell
A polished Shopify upsell-funnel and post-purchase conversion app with A/B testing and an AI "Autopilot" mode, but a storefront widget rather than an inspectable, cross-platform recommendation engine.
When MBA wins
If you want to know WHAT to offer from inspectable co-purchase math (support/confidence/lift) with profit-aware ranking, build real catalog bundle SKUs, and serve the same intelligence across five platforms to AI agents via REST and MCP, that is the layer Honeycomb does not have.
When Honeycomb Upsell & Cross Sell wins
If you are a single-store Shopify merchant who mainly wants a proven, easy post-purchase one-click upsell and checkout/thank-you funnel with built-in A/B testing live today, Honeycomb is more mature, more battle-tested, and faster to set up than we are.
Feature comparison
Color-striped rows favor MBA, Honeycomb Upsell & Cross Sell, or are even. We mark each so you can scan for the trade-offs that matter to you.
| Feature | MBA | Honeycomb Upsell & Cross Sell |
|---|---|---|
| Recommendation math (how offers are chosen) | Six selectable mining engines (sql_pairs, fp_growth default, seasonal_cohort, return_aware, profit-aware hui, ai_catalog LLM cold-start), plus a co_occurrence fallback emitting explainable support/confidence/lift on every rule | AI 'Autopilot' recommendation engine plus manual funnel rules; co-purchase signal is opaque, no exposed support/confidence/lift or margin weighting |
| Profit/margin-aware ranking | hui engine ranks by margin contribution; Opportunities views (Top / High-Margin / Emerging / Underperforming Attach) optimize for profit, not just frequency | Optimizes for conversion/AOV via A/B testing and Autopilot; no published margin-aware ranking |
| Post-purchase / one-click upsell funnels | Post-purchase and checkout-experiment recommendations exist, but funnel UX is less mature; documented at /docs/configuration#post-purchase and #checkout-experiments | Mature true one-click-to-buy post-purchase upsells plus checkout (Plus) and thank-you-page funnels, refined over years |
| Built-in A/B testing of offers | Checkout experiments and configurable engine/threshold testing, but no dedicated split-test offer optimizer UI | Built-in A/B split testing to find the best-performing upsell offer is a core, polished feature |
| Real catalog bundles / kits | Creates real catalog bundle SKUs with pricing strategy, AI-generated copy, draft-to-live lifecycle, and attribution tracking | Renders upsell/cross-sell offer widgets at impression time; does not create real catalog bundle SKUs |
| Platform coverage | Five platforms on one API contract: Shopify, BigCommerce, WooCommerce, Magento, OroCommerce | Shopify-only (native Shopify app; no BigCommerce, WooCommerce, Magento, or OroCommerce) |
| Agent / API surface | Agent-native: public REST API, a 19 agent-callable-tool MCP server usable from any MCP host, and ACP discovery/endpoints | No public REST API, no MCP server, no agentic-commerce surface; it is a storefront funnel widget |
| Data privacy / cost control | Mining runs locally inside the merchant install on Magento/WooCommerce; AI is bring-your-own-key (default claude-haiku-4-5 / gpt-4o-mini, selectable up to opus/sonnet/gpt-4.1). OroCommerce is a thin hosted client that proxies mining to the hosted backend | Vendor-hosted SaaS; order/behavioral data flows to Conversion Bear's cloud, no on-store mining or BYO-LLM-key option |
| Maturity, trust, and pricing simplicity | Flat pricing (free $0 tier, Plus $99/mo, no GMV/revenue share); Shopify App Store listing still pending, smaller install base | Established Conversion Bear app with hundreds of reviews at ~4.7-4.9 stars and a large install base; but view-metered pricing (~$55-$170/mo) can surprise high-traffic stores |
Pricing snapshot
MarketBasketAnalysis
Flat, transparent plan pricing: Free ($0) and Plus $99/mo flat (or ~$79/mo on annual). One paid plan, everything in it. These are product plans, not per-platform prices, and the same plans apply across every platform. Metered on capability and compute, never on GMV. No revenue share, no add-ons.
See plansHoneycomb Upsell & Cross Sell
View-metered SaaS, Shopify-billed monthly (USD): Free (100 funnel views/mo), Silver ~$54.99/mo (2,000 views), Gold ~$109.99/mo (5,000 views), Platinum ~$169.99/mo (10,000 views); 7-day trial on paid plans, checkout upsell is a Shopify Plus-only feature. Cost scales with funnel views, not orders or GMV.
Visit Honeycomb Upsell & Cross SellThe honest verdict
Honeycomb is a genuinely good Shopify upsell-funnel app: mature one-click post-purchase upsells, checkout and thank-you-page funnels, built-in A/B testing, and an AI Autopilot mode, all with strong reviews. If that is the job, it is a safe, proven buy and easier to start with than we are today.
But it is a conversion widget, not an intelligence layer. Its offer selection is a black box (no exposed support/confidence/lift, no margin-aware ranking), it does not create real catalog bundle SKUs, and it is Shopify-only.
MarketBasketAnalysis decides WHAT to offer with inspectable six-engine co-purchase math (including profit-aware HUI), turns that into real bundle SKUs with attribution, and serves the same intelligence across Shopify, BigCommerce, WooCommerce, Magento, and OroCommerce.
Uniquely, MBA is agent-native: a public REST API and a 19 agent-callable-tool MCP server (any MCP host) plus ACP endpoints, so AI shopping agents can call the recommendations directly. Honeycomb has no API, MCP, or agentic surface.
Honest framing: they are largely complementary. Use Honeycomb to render and A/B-test post-purchase funnels; use MBA underneath to choose the highest-lift, highest-margin offers, build the bundles, and stay portable across platforms and agents. We concede post-purchase funnel maturity, A/B testing depth, and Shopify trust; we win on explainability, margin optimization, real bundles, multi-platform reach, and agent/API access.
Want the full buyer's deep-dive?
This page is the per-vendor short version. For the long version, read “MBA vs Bloomreach” (8 pages on the enterprise-vs-mid-market trade-off) or “MBA vs the widget cluster” (4 pages of pricing math vs Glood, Rebuy, and PickyStory).
Try MBA on your own store
14-day money-back guarantee on all paid platforms. WP.org free tier on WooCommerce. No credit card required for the free path.