Verified sales
Use Shopify orders as commerce evidence instead of accepting every platform claim.
Live · Core
Shopify turns platform performance into verified commerce context—the foundation for Profit Center and Attribution.
Malach reads the available order and product detail needed to model the value that remains after refunds, discounts, processing, shipping, and product costs.
That shared commerce truth follows every recommendation and governed action.
Capability, evidence, and authority stay visible from the first signal through the measured outcome.
Use Shopify orders as commerce evidence instead of accepting every platform claim.
Bring visible product, discount, processing, shipping, and return costs into view.
Optimize against the value left after the costs Malach can see.
Every available cost moves with the decision so optimization follows the value that remains.
Contribution = net sales − returns − COGS − fees − shipping − ad spendThe Anti-Algorithm measures platform signals against your economics before capital receives authority.
P(H | E) = P(E | H) × P(H) ÷ P(E)Evidence updates confidence continuously instead of locking the system to yesterday’s assumption.
Brier = (1/N) Σ(pᵢ − oᵢ)²Forecasts are scored against outcomes so success and failure both improve the next decision.