P&L thinking is a decision lens, not a revenue-share promise. Shopify changes should be evaluated against economics such as contribution, acquisition cost, average order value, retention, refunds, operational cost and risk.
Codified Commerce no longer defines “P&L Ownership” as something that begins after a fixed number of CAT workflows or through a legacy monthly Growth Support retainer.
What remains useful from the original idea
Every implementation should answer a commercial question: What business or technical constraint are we resolving, what metric or risk should change, and how will we know whether the change worked?
How the current model works
A requirement is routed through Machine Experience, Moving Target or Next Product Move. CAT governs Define → Decompose → Orchestrate → Execute → Validate → Learn.
Codified Algorithmic Thinking™ implements one approved Shopify Agentic Automation under current CAT pricing. After implementation, Moving Target observes relevant signals and can support the next proposal.
Why there is no fixed automation threshold
A merchant does not become economically understandable after twelve workflows, nor is twelve always the right sequence. Some businesses need one high-impact integration; others need PMF or positioning work before technical implementation. Evidence should determine priority.
What merchants should expect
- Clear objective and acceptance criteria.
- Explicit assumptions and dependencies.
- Human-reviewed implementation.
- Measurement against the appropriate commercial or technical outcome.
- No claim that Codified Commerce controls the merchant's entire P&L.
This keeps accountability meaningful without overstating what an external Shopify partner can guarantee.
