53scoreField overshirt
- CM3
- 35.0%
- Sell-through
- 81%
- Views
- 15,820
- Returns
- 7.8%
- Conversion
- 2.8%
- Stock cover
- 3.1w
XSSMLXL
Put your bestproducts up front
Profit, stock and sell-through for every product, so you choose what goes on the homepage, in the newsletter and in the window.
Runner, 8 colourways
€38.40
profit per order, 6 weeks of stock left
Vitamin C Serum, 30 ml
€22.10
profit per order, sells best from email
Wireless Headphones, Black
−€4.20
returns cost more than it earns
Used by the teams at
“We finally have full visibility into what drives both growth and profitability, down to the product level. It's helped us make faster, smarter decisions across marketing, merchandising, and planning.”
Jeanette Dyhre Kvisvik
CEO, Villoid
Your collection. Your ranking rules.
Describe how you want to rank and review products. Adjust the balance of sell-through, contribution and availability in the same app.
app.dema.ai/ranking-studioDemo workspace
Workspace / Ranking studioShared with your team
Commercial overview · This week
Ranking studio
Contribution€51.2kAfter costs & returns
Contribution margin30.9%After costs & returns
Sell-through66.0%All markets
Return rate9.2%Weighted by orders
4 eligible
1/4
53score
50scoreHeavyweight Hoodie
- CM3
- 32.0%
- Sell-through
- 76%
- Views
- 12,480
- Returns
- 6.4%
- Conversion
- 3.4%
- Stock cover
- 2.4w
XSSMLXL
40scoreScented candle
- CM3
- 24.0%
- Sell-through
- 64%
- Views
- 10,240
- Returns
- 9.1%
- Conversion
- 3.8%
- Stock cover
- 5.1w
XSSMLXL
32scoreOat knit
- CM3
- 28.0%
- Sell-through
- 38%
- Views
- 8,960
- Returns
- 14.2%
- Conversion
- 4.0%
- Stock cover
- 11w
XSSMLXL
ShopifyStorefront / collection ranking
0 items selected for Shopify.
All your data. Ready for AI.
All your commerce data, connected and ready for AI. Dema joins the records, defines your metrics and keeps your apps and agents current.
Rank products with demand, size availability, returns and profit down to CM3 in view.
- Product demand
- Product views, sessions, conversion, orders & product-level ad spend
- Availability
- Stock by market and size, inbound orders & sell-through
- Product economics
- Return rates, product & fulfilment costs, contribution down to CM3
Let agents maintain the daily details.
Set the rules for collections and page rankings. Have an agent prepare the changes and keep the merch plan in sync.
Your agent deliversInteractive example
Your bestsellers collection stays shoppable.
Storefront / Bestsellers / 3 marketsShopify
Delivered
01
02
0324 products ranked. These three were excluded by your stock and markdown rules.
Rank for what the business keeps.
Bring profitability down to CM3 into the merch plan. Account for product, fulfilment and marketing costs, plus returns, before giving a style more visibility.
Contribution
After costs. After advertising.
Net revenue€100,000
- Product costs
- − €40,000
- Operations
- − €15,000
- Ad spend
- − €25,000
Contribution margin20%
Defined once. Used by both.
ReportsAgents
Your first merchandising workflow.
Ready for your team.
Connect your data, describe the work and put a reviewed workflow in your team’s hands.
Your data. One foundation.
Connect storefront, stock, product demand and costs.
Your workflow. Built by asking.
Ask for your collection planner and market-specific ranking rules.
Your team. Ready to act.
Review the changes, publish to Shopify and keep the merch sheet in sync.
Questions about profit-based merchandising
Yes. These are examples of what you can create. Describe your own app or recurring job in chat, using your connected data and available tools. Review the result and refine it in the same conversation.
Start by describing the job as you would to a colleague. Ask for the views, metrics and rules you need, review the result, and ask for changes. Your team can create and adjust apps and agents in plain language.
Yes, that is the point. The merch team sets the weights across margin, sell-through, and traffic themselves, per market, and can change them any time. The ranking logic is yours, not a black box score.
Eligibility rules run before anything is ranked: broken size curves, sale-tagged items, and products under your cover threshold are excluded automatically, and come back on their own when they qualify again.
Only what you approve. Collections can rebuild on a schedule with your rules enforced, while page re-rankings are staged for a named approval before anything changes in Shopify. You choose per workflow.
Yes. Rankings, weights, and eligibility run per market: what tops the page in Germany can differ from Sweden because demand, margin, and stock differ. One setup, every storefront.
The same data works on the floor: zone placement joined to style-level sales and stock lets you see which placements earn their position. The store money map is built by describing it, like any other app.
See what its ranking would look like on profit.
Bring your workflow. See how to create the app or agent your team needs in a live walkthrough.