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
Brand Defense
Crisis Control: False Counterfeit Claims in AI Answers
When assistants hedge that your authentic products might be fake: the detect-diagnose-counter-escalate playbook and the evidence stack that ends it.
Lawrence Dauchy··10 min
Brand Defense
L'IA critique votre marque : marché ou attaque coordonnée ?
Une attaque d'avis coordonnée ou quelques pages parasites suffisent à faire basculer ce que les moteurs d'IA disent d'une marque, et le trafic suit. La défense se joue dans les citations : diagnostic, contre-preuve datée, signalement.
Lawrence Dauchy··5 min
Brand Defense
Detecting Malicious AI Sentiment Shifts Early
When AI answers about your brand turn negative, the cause is either the market or an adversary. The two look identical in a single answer and completely different in the citation record, which is where detection actually happens.
Lawrence Dauchy··5 min
Brand Defense
Concurrent liegt in AI-tools: zo weer je het af
Een concurrent die in AI-antwoorden beweert dat jouw producten uit voorraad zijn of nep, is geen pech maar een aanval op de bronlaag. Het verschil met marktruis lees je in de citaties, en de tegenmaatregel is geordend.
Lawrence Dauchy··4 min
Brand Defense
Is an affiliate hijacking your brand name inside AI answers?
Someone asks an assistant for your discount code, and the answer cites an affiliate's coupon page instead of yours. That affiliate now owns your highest-intent moment, and some of them use it to renegotiate commissions.
Lawrence Dauchy··5 min
Enterprise Strategy
Reclaiming your brand from AI trademark squatters
A copycat site that clones your catalog can end up cited as the original brand in ChatGPT and SearchGPT answers. Here is the board-level playbook for detecting algorithmic trademark squatting, quantifying the exposure, and reclaiming your entity.
Lawrence Dauchy··5 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
DTC Verticals
Protecting your supplement brand inside AI answers
Supplement brands face a unique AI exposure: assistants answering health-adjacent questions can hallucinate side effects, cite your old formulation, or treat counterfeit listings as yours. Defense is a monitoring-and-source-control discipline, and it starts before the first incident.
Lawrence Dauchy··5 min
Brand Defense
Brand Defense Against LLM Data Poisoning
When AI repeats poisoned data about your brand, buyers leave before you see them. Here is how to make the trustworthy version of the truth the one models cite.
Lawrence Dauchy··5 min
Brand Defense
Recovering Brand Integrity After AI Data Poisoning
When AI already repeats a false claim about your brand, recovery works like incident response. Here is how to outweigh the poisoned record and win back the answer.
Lawrence Dauchy··5 min
Brand Defense
Combating Fake Coupon Codes AI Surfaces for Your Brand
AI hands customers fake or expired coupon codes scraped from affiliates, and they blame your store. Here is how to make your official offers the cited source.
Lawrence Dauchy··4 min
Brand Defense
Synthetische vs. echte Bewertungen im SGE-Filter
KI-Suche filtert gefälschte Bewertungen heraus und bevorzugt echte. So weisen Shops authentische Bewertungen strukturiert aus, statt mit synthetischen zu riskieren.
Lawrence Dauchy··4 min
Brand Defense
Fixing ChatGPT Pricing Errors That Cost You Sales
A wrong price from ChatGPT sets a false expectation and drives cart abandonment. Here is why it happens and how to make your price the single source of truth.
Lawrence Dauchy··4 min
Brand Defense
Fixing Currency Errors in Global AI Conversations
AI chatbots that show the wrong currency quietly kill cross-border conversions. Here is why it happens and how to make each market's price unambiguous.
Lawrence Dauchy··4 min
Brand Defense
How to Fix AI Search Giving Wrong Info About Products
When AI states untrue facts about your products, you lose unseen sales. Here is a diagnostic loop to find, fix, and monitor wrong AI information at its source.
Lawrence Dauchy··4 min
Brand Defense
Legal SEO: Protecting Proprietary Designs in AI Results
AI surfaces copies of your original designs as interchangeable options. Here is how legal levers and technical signals together protect your IP in AI results.
Lawrence Dauchy··4 min
Brand Defense
Generative Search Defensibility for Luxury Brands
AI eagerly suggests dupes of luxury products. Here is how to make the model frame you as the unmistakable original, not one option in a cheaper-alternative list.
Lawrence Dauchy··4 min
Brand Defense
Stop AI Lumping Your Brand With Lower-Quality Ones
When AI files your premium brand next to budget rivals, your advantages vanish into an average. Here is how to make a model see what sets you apart.
Lawrence Dauchy··4 min
Brand Defense
How to Appear When AI Compares You to Competitors
When buyers ask ChatGPT to compare alternatives, your store needs to be on the shortlist. Here is how to become the cited option, not the one left out.
Lawrence Dauchy··4 min
Brand Defense
Turn Competitor Review Gaps Into AI Citations
When AI summarizes competitor reviews, it reveals your market's buying objections. Here is how to win the comparison by answering them with readable proof.
Lawrence Dauchy··5 min
Brand Defense
Correcting False Brand Claims in Perplexity and AI
When Perplexity or Google AI Overviews repeat a false claim about your Shopify brand, the fix is reputation work: report it, then correct the source signals.
Lawrence Dauchy··7 min
Brand Defense
Fix ChatGPT saying your product is out of stock
AI engines tell shoppers your in stock product is sold out, killing the sale. Here is why availability hallucinations happen and how a Shopify store keeps the answer accurate.
Lawrence Dauchy··5 min
Brand Defense
Fixing AI Hallucinations About Your Shipping and Taxes
AI assistants quote shoppers wrong shipping times, duties, and returns from stale sources. Make your Shopify policy pages the canonical truth they cite.
Lawrence Dauchy··7 min
Marketplace Defense
Defending Your Brand When AI Suggests Cheaper Alternatives
AI answers steer shoppers toward dupes, refurbished units, and cheaper substitutes. Here is how a premium Shopify brand defends its value inside those answers.
Lawrence Dauchy··7 min
Brand Defense
Make LLMs Hear Your Brand in Video and Audio
AI engines do not watch your videos or hear your podcasts, they read the text around them. Make that brand context machine-readable so the LLM cites you right.
Lawrence Dauchy··8 min
AI Search Recovery
How do you get a leaked support chat out of AI answers?
A support transcript with a customer's email, or an answer your bot got badly wrong, ends up on a public URL. A crawler finds it. Now it is feeding answers about your store. Here is the cleanup, in order.
Lawrence Dauchy··8 min
Brand Defense
Stop AI Chatbots Inventing Fake Discount Codes for Your Store
ChatGPT, Gemini and Perplexity confidently invent coupon codes that do not exist, frustrating shoppers and denting trust. Here is how a Shopify store shuts it down.
Lawrence Dauchy··6 min
Brand Defense
How to fix AI hallucinations about your Shopify store
AI engines state wrong prices, stock, and policies about stores with total confidence. Here is why Shopify hallucinations happen and how to fix them at the source.
Lawrence Dauchy··6 min
DTC Verticals
Generative Brand Defense for Luxury Group Storefronts
How a Shopify luxury or fashion brand defends its name in AI answers using entity authority, structured product data, and the signals engines verify.
Lawrence Dauchy··7 min
Brand Defense
Managing Channel Conflict in AI Shopping Summaries
When AI answers send buyers to Amazon or resellers at the wrong price, you lose the sale and margin. Here is how to make your Shopify store the cited source.
Lawrence Dauchy··6 min
Brand Defense
How negative reviews affect AI product recommendations
AI recommends from review consensus, so your negative reviews shape whether it suggests you. Here is how they influence AI recommendations and what a Shopify store can do.
Lawrence Dauchy··4 min
Brand Defense
Protect Your Shopify Store From AI Prompt Injection
How do you protect a Shopify store from AI prompt injection attacks? Learn the three vectors that hit ecommerce and the defenses that actually work.
Lawrence Dauchy··4 min
Multimodal & Voice Search
Safeguarding Brand Trademarks in Generative Video Models
Generative video and image AI depicts products on its own terms. Here is how a Shopify fashion brand keeps its trademarks and depiction accurate.
Lawrence Dauchy··7 min
Brand Defense
Suppress Deepfake and Competitor Slander in AI Search
How do you suppress deepfake or competitor slander that AI search repeats about your brand? Correct the source, flood accurate signal, and monitor. Here is how.
Lawrence Dauchy··4 min