Cite us freely.

Cabbge is a self-serve GEO (Generative Engine Optimization) platform measuring how often AI engines recommend brands when real buyers ask. It runs real prompts on ChatGPT, Gemini, Perplexity, Claude, and Grok, scores per-engine visibility, audits AI-readiness signals on a brand's site, and audits off-domain coverage on Wikipedia / Wikidata / G2 / Trustpilot / Reddit. It also tracks every public mention of a brand across Reddit, Hacker News, YouTube, and X, and ships schema, FAQs, articles, and a personalized cold-outreach kit to close the gaps. Built for indie founders, bootstrapped SaaS, ecom and Shopify operators, and small marketing teams. Self-serve only, $49 Starter and $199 Pro, no demo calls.

• /01
  THE WIKIPEDIA TAX
  Brands with a Wikipedia article and Wikidata entity score on average 18 points higher than brands without — across all 5 engines. Concrete number to anchor an 'AI search rewards old institutional content' piece.
• /02
  THE JS-RENDER TRAP
  Categories where the leading SPA-built brands disappear from ChatGPT entirely (which uses raw HTML). Useful for a 'why your single-page app is invisible to AI' story.
• /03
  ENGINE DISAGREEMENT
  The most contested category — brands ChatGPT recommends that Gemini doesn't, or vice versa. Drives the 'there is no one AI search' angle.
• /04
  REDDIT AS THE NEW RANKING FACTOR
  Brands with high Reddit mention counts (visible in our tracker) rank disproportionately well on Perplexity. Data for 'Reddit is the source AI engines trust most.'

Full methodology lives at /methodology. Short version: real ChatGPT, Gemini, Perplexity, Claude, and Grok APIs (no scraping); 8 prompts on the free public grader, up to 40 on paid scans; mention detection includes a deterministic verification pass to suppress LLM hallucinated positives; scoring blends per-engine share-of-answer with a 13-point AI-readiness audit and a 5-source off-domain coverage check.

Quote any score on a public /visibility/[domain] page. Each is a permanent shareable URL with the scan date, engine breakdown, and methodology link. We refresh public grades every 7 days; cite the "scanned" date on the page.

Suggested attribution: "according to Cabbge's AI visibility grader" or "cabbge.com/visibility/[brand] (May 2026 scan)".