Stanley 1913's AI search shift shows source architecture is now brand work
Stanley 1913 shows how retail AI visibility now depends on agent-facing product evidence, not campaign copy.
AI Brand Visibility Lab
How brands are adapting to AI-first discovery. Case studies, experiments, and tactical intelligence on what makes brands visible to the machines your buyers ask first. Independent research — no sponsors, no affiliations.
Stanley 1913 shows how retail AI visibility now depends on agent-facing product evidence, not campaign copy.
OpenAI's product-feed path turns ChatGPT shopping visibility into a source architecture problem.
Zoom's creator push shows why AI visibility now depends on source authority, not social reach alone.
AI visibility measurement is shifting from rankings to deployed fixes, impact proof, and answer-surface evidence.
PetSmart's AI salon-booking lift shows why brand visibility now depends on decisioning, not just search rankings.
Dove's ChatGPT hair-mask result shows why AI discovery needs measurable, source-backed brand proof.
Cloudflare's AEO dashboard shows why AI visibility is becoming first-party measurement infrastructure.
TIME's AI bot ad test shows brand visibility becoming machine-readable media inventory.
Grubhub's ChatGPT ad test shows AI visibility moving from mentions to measurable in-app outcomes.
IAB's AI visibility guidance shows why brands need repeated measurement and source repair.