Google Ads + Shopify
Live Core intelligence and commerce economics; governed Google execution begins with Autonomous.
Five live systems
Live does not mean identical authority: every connection exposes its available reporting, intelligence, and execution boundaries clearly.
Google Ads and Shopify intelligence are live at Core. Meta Ads, TikTok Ads, and Amazon Ads are live Portfolio inputs for cross-channel intelligence and Malach Vision.
Vision evaluates every connected front through shared contribution economics, confidence, and attribution context.
Capability, evidence, and authority stay visible from the first signal through the measured outcome.
Live Core intelligence and commerce economics; governed Google execution begins with Autonomous.
Live Portfolio reporting and assisted-value context inside Vision.
Live Portfolio intelligence through the same contribution model.
Different channels become comparable when they share one verified economic denominator.
Contribution rateᵢ = contributionᵢ ÷ verified revenueᵢThe 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.