| Primary fit | SEO teams wanting AI mentions and sources connected to GA4 and a traditional search toolkit | Founders and small B2B teams without a marketing team who want the work done |
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| Monitoring | Mentions, linked mentions, competitors, top sources, history and daily updates across supported AI surfaces | Commercial buyer-question observations in ChatGPT, and in Gemini on days when its provider has capacity left for Eli |
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| Action model | Trusted-source mapping and connection to GA4 and traditional SEO workflows | One prioritized existing-page improvement or researched decision page under evidence and approval gates |
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| Proof | Historical visibility, sources and analytics connections | Exact public URL, content receipt, discovery state and comparable later question observations kept separate from causal claims |
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| Important boundary | Cross-channel commercial causality still requires careful evidence even when AI and analytics data are shown together. | Narrower monitoring breadth than leading enterprise products; third-party contributions remain human-final |
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| Meta ads | Not evaluated from the primary sources used here | Writes ads from the company's own facts and tests them on the owner's own Meta ad account inside the owner's budget; losers are paused by fixed rules |
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| How it is used | Not evaluated from the primary sources used here | From ChatGPT or Claude through Eli's MCP connector, or in the Eli account |
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