Categories
SEO Tools Marketing Analytics Brand Monitoring Competitor Analysis AI Search Analytics Generative Engine Optimization Content StrategyStars
Forks
Watchers
Developer links
GeoLook
GeoLook shows you what AI search engines actually say about your brand, then turns that uncomfortable answer into a fix list you can work through and verify. You sample real answers across a wide matrix of AI engines and watch mention rate, ranking, and citation share appear per engine, with raw answer replay when a number looks suspicious. Competitor tables reveal which rival each engine prefers and which citation sources they rely on that you do not. A structured question bank sorts buyer, education, and probing questions, flagging the ones where you are absent, outranked, or described negatively. The site audit checks whether crawlers can reach, understand, and quote your pages, in the order those failures actually block visibility. Findings become tickets with an owner, effort estimate, risk grade, and acceptance check, and later sampling rounds confirm whether a fix worked or reopen the ticket when results slip. A content workbench ranks the topics most worth writing, checks drafts for citability, and prepares assets such as llms.txt and structured data snippets for publishing. Running on a dedicated VPS on RepoCloud with guaranteed CPU, RAM, and SSD, full root SSH access, and a browser serial console. MIT licensed.
Benefits
- See your AI visibility clearly
- Mention rate, ranking, and citation share are measured from sampled AI answers across many engines, replacing guesswork about how assistants describe your brand with evidence.
- Diagnosis, not just dashboards
- Every weak question is classified as absent, competitor dominated, low ranked, or suspected negative, so teams know whether to write, fix, or correct the record.
- Tickets that verify themselves
- Findings become owned tickets with acceptance criteria, and the next sampling round plus a fresh crawl decide whether the fix worked or needs reopening.
- Your data stays yours
- Projects, samples, and reports live in local files on your server rather than a vendor cloud, and manual sampling keeps the workflow usable without paid APIs.
Features
- Engine Performance Matrix
- Track mention rate, rank, and citation share across automated and manual AI engines, with raw sample replay for auditing any metric.
- Competitor Citation Analysis
- Compare brand mention distribution against rivals per engine, including each competitor's strongest engine and the citation sources you are missing.
- Four Layer Site Audit
- Audit access, orientation, understanding, and quotability in dependency order, including crawler blocking, llms.txt checks, and passage level citation readiness.
- Question Bank Diagnosis
- Organize questions by intent and category, then label each with a diagnosis type so content priorities follow evidence instead of opinions.
- Content Workbench Tools
- Rank topics by absence and missing content, pre-check drafts for citability and fabrication risk, and generate deploy assets for your site.
