AI Search Recovery
Algorithmic Collisions: Untangling Your Brand in AI
When models merge you with a same-named stranger, every answer becomes a composite. The entity anchors, conventions, and monitoring that separate you.
Lawrence Dauchy··10 min
Multimodal & Voice Search
Brand Voice Fidelity in AI Outputs: Guardrails
Voice assistants strip your visual identity, and open-source LLMs paraphrase your positioning into category mush. Here are the enterprise guardrails that keep AI describing your fashion brand in your words, not generic ones.
Lawrence Dauchy··5 min
AI Search Recovery
When a Shopify Product Drops Out of AI Answers: Recover It
A Shopify product that ChatGPT, Perplexity, or AI Overviews used to cite suddenly vanishes. Here is how to diagnose the cause fast and recover AI visibility.
Lawrence Dauchy··7 min