{"slug": "ai-thought-my-company-was-a-typo-here-s-what-i-measured", "title": "AI thought my company was a typo. Here's what I measured.", "summary": "A developer at the brand-monitoring startup Luxcerta ran the company's own AI-visibility method on its week-old brand and found that Gemini, with web grounding enabled, misidentified \"Luxcerta\" as a typo for the French geospatial firm LuxCarta and flagged luxcerta.com as possibly a parked or phishing domain, while Google Search's AI Overview described the company correctly on the same day. After adding crawlable, machine-readable entity anchors such as sameAs links, the correct one-sentence definition appeared stably on Google's AI Overview within about a week. A separate survey of 45 answers across three platforms about dental implant clinics in greater Taipei found AI answers citing one clinic's website as a source while recommending a different clinic.", "body_md": "When I launched [Luxcerta](https://luxcerta.com), I did the obvious vanity check: I asked an AI what it knew about my company.\n\nIt told me I had probably misspelled something.\n\nGemini, with web grounding on, decided \"Luxcerta\" was most likely a typo for **LuxCarta** — a French geospatial-data firm that has been around for decades. When I asked specifically about `luxcerta.com`, it suggested the domain was \"possibly a parked domain or a phishing site.\"\n\nThat stung. But it was also the single most useful data point I could have asked for — because measuring exactly this is what Luxcerta does. So I turned the tool on myself and wrote down the numbers.\n\nOne line: **Luxcerta measures how AI models talk about a brand.** Not your Google ranking — your standing *inside AI answers*. When someone asks ChatGPT, Claude, or Gemini a question in your category, are you named, skipped, or misquoted? We count it with a fixed method you can reproduce yourself.\n\nWhich meant I had no excuse not to run the method on my own week-old brand.\n\nNothing fancy, and that's the point — the whole pitch is that you can repeat it.\n\nResult, day 0:\n\n| Metric | Count | \n|---|---|\n| Answers that mentioned Luxcerta (the real one) | 0 / 10 | \n| Answers that cited `luxcerta.com` | 0 / 10 | \n| Answers that retrieved my site at all | 0 / 10 | \n\nZero across the board. Worse than zero, actually: the name was being **actively reassigned** to an established company with a near-identical spelling, and my domain was being guessed as hostile.\n\nThe same day, Google Search's **AI Overview** — a different product, different retrieval pipeline — already described Luxcerta correctly: \"an independent studio that focuses on GEO monitoring.\" It had eaten my homepage's meta description and structured data and got it right.\n\nSo on one single day, from one company: Google Search's AI knew exactly who I was, and Gemini's grounded answers thought I was a typo. Two AI surfaces, opposite verdicts, same underlying brand.\n\nThat gap **is the phenomenon the product measures.** \"Is AI right about you\" has no single answer — it has one answer per surface, and they disagree more than anyone expects.\n\nI wanted the grounded models to have something authoritative to retrieve, so I gave them a few crawlable, machine-readable anchors that all agreed on one definition of the entity:\n\n`sameAs` links tying the domains together.\nHonesty note, because it's the whole brand: **I changed several things at once and then watched.** This is a case study of one brand over one week, not a controlled experiment. I can tell you the inputs and the measured outputs; I can't hand you a clean attribution to any single lever.\n\nOne week later, the same identity query on Google's AI Overview returns, stably:\n\n**Luxcerta** is an independent studio that focuses on GEO Monitoring, which measures how artificial intelligence platforms talk about and represent a brand.\n\nNo more LuxCarta. The knowledge panel points at my own \"Our Name\" page. Organic result #1 is the site. The reassignment to the French firm is gone from that surface.\n\nRoughly a week, from \"probably a typo / possibly phishing\" to a correct, stable, one-sentence definition — with no backlinks bought and no PR, just a handful of crawlable nodes that agreed on who the entity was.\n\nI'm a brand-new company, so my invisibility is unsurprising. But the exact same mechanism hits **established local businesses** that simply have a low signal footprint online — and there the stakes are real.\n\nIn our first public category survey — dental implant clinics in greater Taipei, 15 real user questions × 3 fresh conversations each, 45 answers per platform — the clearest finding was this: **the AI reads a clinic's own website, then recommends a different clinic.** In the same answer, it cited clinic A's site as a source and put clinic B on the recommendation list. The content got consumed as category reference material; the credit went elsewhere. Run the same questions on ChatGPT, Claude, and Gemini and you get three almost non-overlapping lists. ([The full survey is here.](https://geo.luxcerta.com/survey/taipei-implant/))\n\nA clinic owner has no way to see any of that from the outside. Neither did I, until I counted.\n\nThat last section is not a disclaimer bolted on at the end. It's the product. The one thing I sell is refusing to dress up an inference as a measurement — **what I didn't measure, I don't claim.**\n\n*I'm the founder of [Luxcerta](https://luxcerta.com), an independent studio measuring how AI models represent brands. If you want to know what AI currently says about yours — named, skipped, or misquoted — every number I'd send you is one you can verify yourself in about two minutes.*", "url": "https://wpnews.pro/news/ai-thought-my-company-was-a-typo-here-s-what-i-measured", "canonical_source": "https://dev.to/gary-tw/ai-thought-my-company-was-a-typo-heres-what-i-measured-4g8l", "published_at": "2026-09-17 03:05:19+00:00", "updated_at": "2026-09-17 03:23:00.548382+00:00", "lang": "en", "topics": ["generative-engine-optimization", "ai-search", "structured-data", "ai-crawlers"], "entities": ["Luxcerta", "Gemini", "Google Search", "AI Overview", "LuxCarta", "ChatGPT", "Claude"], "alternates": {"html": "https://wpnews.pro/news/ai-thought-my-company-was-a-typo-here-s-what-i-measured", "markdown": "https://wpnews.pro/news/ai-thought-my-company-was-a-typo-here-s-what-i-measured.md", "text": "https://wpnews.pro/news/ai-thought-my-company-was-a-typo-here-s-what-i-measured.txt", "jsonld": "https://wpnews.pro/news/ai-thought-my-company-was-a-typo-here-s-what-i-measured.jsonld"}}