Reconcile revenue
Start from verified commerce outcomes.
Commerce economics
Revenue is a signal.Contribution is the truth.
See the economics Malach can verify, the assumptions it must model, and the profit standard used in decisions.
Verified sales
$128k
Returns
−$8k
Fees + shipping
−$14k
Product costs
−$41k
Contribution
$65k
What it changesOne economic model.
One economic model.
Across every decision.
Profit Center brings net revenue, refunds, discounts, fees, shipping, product costs, and ad spend into a shared contribution view.
Missing or estimated costs remain labeled so false precision never enters the operating brief.
The system,
explained clearly.
Capability, evidence, and authority stay visible from the first signal through the measured outcome.
Expose costs
Show which costs are observed, estimated, or missing.
Set break-even
Use contribution and margin to define safe operating thresholds.
MATHEMATICS · STATISTICS · PROBABILITYIntelligence that
Intelligence that
shows its work.
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.
DECISION SIMULATORLIVE CALCULATION
Expected profit after risk+$8,060Small test allowedThe move still depends on your plan, enough trustworthy data, and every active limit.
EVERY ACTION ACCOUNTED FOR
Open the rationale behind every move.
EvidenceProbabilityAuthorityOutcome
WATCH · CALCULATE · ACT · LEARN