Demand first. Margin second.
Entering a product immediately checks live search suggestions and related questions in the target market.
PRODUCT DECISION MODEL · V4
Test the decision,
before the inventory.
Stress-test a product across economics, demand, competition, content fit, operations and risk—then get a test plan tied to your actual numbers.
Not a simple margin calculator.MarketPulse combines live web signals, category benchmarks and your actual costs across 2,500 correlated operating scenarios, then exposes the biggest sensitivities and break-even limits.
WHY MARKETPULSE
Do not let “looks promising”
become a warehouse of inventory.
A margin sheet tests the ideal case. General AI often gives broad direction. MarketPulse combines live market signals, real costs, supply constraints and volatility in one model.
Profit is not a static number.
Price, costs, shipping, returns and acquisition move together to test whether the case still holds.
Unknown never becomes “known.”
Missing inputs use conservative benchmarks and visibly reduce report confidence.
MODEL ADVANTAGE
Six checks that keep each other honest.
Strong margins cannot hide weak demand. Strong demand cannot hide a dangerous inventory commitment.
See the full methodology →Profit resilience30%
Demand evidence18%
Differentiation16%
Content fit14%
Supply chain12%
Risk control10%
Example adviceFrom this input
Break-even acquisition cost
$12.40Safe test line $9.90
Pause an ad set after $14.90 without a sale.WHY THE ADVICE HOLDS UP
Not a sentence.
An evidence chain.
- 01Show the evidenceWhich input or live signal triggered it
- 02Explain the impactHow margin or probability changes
- 03Set the actionWhat to test and at what scale
- 04Define the stop ruleWhat must be true before spending more
The point is not getting a high score.It is knowing what can break the decision before you spend.
Test a product ↘