| Primary fit | Teams wanting AI visibility monitoring and a broad action center in one platform | Founders and small B2B teams without a marketing team who want the work done |
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| Monitoring | Daily user-surface monitoring, prompt visibility, citations, sentiment, share of voice, crawlers, referrals and conversions | 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 | Prioritized on-page, off-page, technical, UGC, new-content and refresh workflows | One prioritized existing-page improvement or researched decision page under evidence and approval gates |
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| Proof | Action tracking connected to monitoring, crawler and referral evidence | Exact public URL, content receipt, discovery state and comparable later question observations kept separate from causal claims |
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| Important boundary | Comparative statements that it uniquely closes the loop are vendor claims and should be tested against the buyer's exact workflow. | 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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