11Playbook
The team that learns. Patterns brand memory pulled from real audits.
Every audit teaches the team something the next audit doesn’t have to relearn. Here are three of the patterns we pulled from the case studies above. Each one now lives as a default rule, applied automatically to every new merchant.
- Industry
- Cross-merchant
- Headline outcome
- 3 patterns, every merchant
Measured the same failure mode across multiple merchants.
A pattern is a rule we only get to write once we’ve seen the same shape twice. The team now actively watches for three of them, surfaced first on Cult, American Eagle, and Kristin Ess. Same shape. Templated remediation.
- 3cross-merchant patterns codified
- 5audits across 4 verticals as evidence
- 100%auto-applied to every new audit
Simulated each pattern against the rest of the platform: does it generalise?
Before a pattern becomes a default, the team back-tests it against every previous audit on the platform. We only ship the rule when it would have caught the same failure on at least two unrelated merchants without false-positiving on the others.
- Hours hallucination · first observed on Cult.fit. AI quotes invented or stale store hours. Now flagged on every L-A scan for any hybrid merchant.
- Promo-as-live pricing · first observed on American Eagle. AI quotes a price >15% below the live feed. Now flagged on every catalog audit, every vertical.
- Brand-name swap · first observed on Kristin Ess. AI returns a one- or two-character variant of the brand name. Now seeded into every audit query set, every merchant.
Shipped the rules into the team’s default ruleset.
Each codified pattern fires as part of `run_full_seo_audit` on every new merchant. The merchant inherits the work the team did for the last brand, without paying for the time it took to discover it.
Compounded, this is the moat. Every audit makes the next audit cheaper, faster, sharper.
Brand memory keeps what the team learns. Every pattern we codify becomes a default for the next merchant. The team that audited Cult is not the same team that audits the next hybrid merchant. It’s smarter. It got smarter for free.