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When Production Is Free, Taste, Memory, and the Loop Compounds

Michael Couch
Michael CouchVP, Technology Strategy & Transformation at RAPPApr 2026

We are past the part of the market where the winning move was to "generate more." Production is cheapening fast. Native gen is in every major wall. The new scarcity is judgment: which variant is worth the brand's name, which claim to protect, and what the last flight actually proved about the audience. As AI makes creative production less expensive, taste, memory, and iteration discipline get more expensive—because that is what compounds.

The teams that will win are not the ones with the most output. They are the ones with the strongest feedback loop: a tight cycle from live spend to structured learnings, to the next test, in hours—not quarters—with receipts that do not live only inside a vendor dashboard.

Memory is infrastructure, not a slide

I keep returning to the same line of argument I used in DESIGN.md, Stitch, and the bet on machine-readable brand and the Brand Lockup build: the object of the ad is on its way to commoditization. If everyone can render a believable static or a line of copy over the weekend, the defensible work is what surrounds that output: the rules, the audit trail, the lineage, and the stack that says "no" when the model would happily ship a clever lie. For paid, that is not only brand governance—it is creative learnings you can re-use: which hooks, personas, and claims your own data has already supported or undermined.

Extraction beats "another text box that writes ads"

Native tools are optimized to keep you buying in their garden. You still need a discipline for extraction: get the creative signal, the pass/fail, and the narrative of the test out of the black box and into something you own. That is why I frame Creative Patterns as a pattern engine and notebook layer, not as "more generation." The hard part of the work is the same as in a serious design system: repeatability, auditability, and compounding, not a prettier single shot.

What to optimize for this quarter

If you are leading growth or performance creative: optimize the loop, not the slide deck. One portable runbook you can hand to the next system is worth a dozen one-off "insights" that die in email. The vision essay is here, and the import-to-export walkthrough is the one to send your team. If the stack resonates, the product is at creativepatterns.app. The work is to make the loop faster, clearer, and more useful—because that is the only compounding bet left when the pixels themselves stop being the scarce part.

Topics

Creative PatternsStrategyTasteThesisIterativeGTMProduct