Ecommerce inventory — the model build-off
We dogfood every PlanSmith planner across multiple coding models. We lock the vertical, the discovery answers, and the feature ledger, then audit what each model builds. The planner is the product — these are the ecommerce inventory apps it produced.
How the builds ranked.
Stockweave
Best OverallBest choice for the deepest ecommerce inventory build.
- Best at
- The most complete build here. It tracks stock six ways at once — what you hold, what is promised to orders, what is actually sellable, what is on order, what is in transit, and what sits with partners — with permissions enforced on the server and connections to sales channels that admit when they are not connected instead of pretending. The deepest evidence trail of the set, across two locations and two channels.
- Watch for
- Honestly not finished: the connections to outside sales channels are waiting on credentials rather than live.
Shelfline
Broadest SurfaceBest when breadth across operational screens matters.
- Best at
- The widest set of screens here — thirteen of them covering stock, products, sales channels, orders, returns, purchasing, transfers, partners, content and finance, plus a mobile view that works offline — on a real database where changes either fully happen or not at all.
- Watch for
- It undersells itself. Its handover says permissions are not enforced, but the finance screens are in fact restricted to the owner in the server code — the paperwork is more pessimistic than the app.
Bingo Supply Co.
Best Data IntegrityBest for correctness-critical stock math.
- Best at
- The most trustworthy stock maths. If you promise more than you hold, it says so — the sellable figure goes negative instead of quietly showing zero — every reserve, ship and cancel is recorded as a movement that can be undone, and owner-only settings are enforced on the server.
- Watch for
- A security check was too strict once hosted, and it refused to let anyone sign in.Fixed since audit — the check was loosened correctly, and the live demo now signs in cleanly.
TallyHarbor Supply
Deepest Commitment CycleBest order-commitment flow among the focused builds.
- Best at
- The best order-commitment flow among the focused builds — reserve, ship and cancel, each showing you exactly what will change before you confirm it, with reasoned low-stock warnings and working exports.
- Watch for
- Its two roles were never actually tested: every visit signed you in as the owner, the second role could only be invited and never used, and it shared a business name with an already-published build.Fixed since audit — both roles now sign in with passwords and the restricted role is genuinely refused by the server rather than just having buttons hidden, and the app was renamed.
StockFlow Pro
Best UI, Needs FoundationStrong presentation, but as delivered it had no backend — treat the audit score as the starting line.
- Best at
- The best-looking of the set — a dashboard across sales channels showing what you hold, what is promised and what is sellable, with stock-risk panels and a clean layout on a phone.
- Watch for
- As delivered it only existed in the browser: no server, nothing saved, no real sign-in. Refreshing the page wiped every change, and there was nothing for permissions to protect.Fixed since audit — rebuilt properly over four rounds — a real database, real sign-in, permissions enforced on the server, and sixty products loaded — so the live demo now performs in the low nineties.
Models tested: GPT-5.6 Sol (four build lanes), Claude Opus 4.8, and Gemini 3.1 Pro — six builds in all. Five reached deploy readiness and run as the live demos linked above; a sixth GPT-5.6 Sol build audited at 93 but was held out of the live fleet, so it is not ranked below. This is not a universal ranking of coding models; it is a PlanSmith benchmark for these specific ecommerce-inventory dogfood runs, using the planner package and discovery answers available at each run. Scores reflect each model's raw build at audit time — the live demos have since been optimized for presentation, and those improvements are marked “fixed since audit.”