Umbodi

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People used to search and get a list of links. More and more, they ask a question and get one answer, from ChatGPT, Gemini, Perplexity, Claude or Google itself. Umbodi is built for both. Umbodi measures where your pages rank on Google for each keyword. Umbodi measures, question by question, whether ChatGPT, Gemini, Perplexity, Claude and Google AI Overviews cite your site. Umbodi shows which sources the AI engines cited instead of you. Umbodi audits your site's facts, structure and markup. Umbodi proposes each change with its reasoning, and you approve it. Umbodi opens a pull request with each fix, and you decide whether to merge it. Umbodi checks that each fix went live by re-reading the page. Umbodi holds back one fix in ten as a control group, so you can see whether the work helped. Umbodi keeps a record of everything the AI did. Umbodi does on its own only what you allow. Measured and estimated numbers are labelled apart and never merged: rank is read from Google, and anything projected says so. The receipts are at umbodi.ai/proof: 22 of 30 defect types went from found to verified live on umbodi.ai, 19 of them defects planted on purpose as drills, and the 8 that cannot be proven there are listed with the reason. Umbodi™ is made by I-Novanet Software Ltd, Mauritius.