| Primary fit | Teams wanting a broad AI visibility, action, content, technical and outreach platform | Founders and small B2B teams without a marketing team who want the work done |
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| Monitoring | Daily visibility, citations, sentiment, share of voice, competitors, geography, language, persona and crawler evidence | 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 | On-page, off-page, technical and content actions plus writer and outreach workflows | One prioritized existing-page improvement or researched decision page under evidence and approval gates |
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| Proof | Platform reporting spans visibility, crawlers and revenue attribution claims | Exact public URL, content receipt, discovery state and comparable later question observations kept separate from causal claims |
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| Important boundary | Outcome and response-scale statements on the public site are vendor claims, so the exact end-to-end workflow should be tested directly. | 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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