Observed arrival · 2026-09-15
Elmo Tracks What AI Says About Your Brand
An open-source AEO tracker that monitors brand mentions, citations, competitors, and visibility across major AI models.
Field notes
Elmo organizes brand-monitoring work around prompts rather than conventional web rankings. Its listed workflow records model responses, follows the sources those responses cite, exposes generated query fan-out, and compares mention share against competitors. The homepage offers a command-line installation path alongside hosted access, with model interaction described through web scraping, APIs, OpenRouter, or user-provided keys. Version 0.4.1, a public changelog and roadmap, and a maintainer Discord suggest an actively maintained project, although the extract does not verify the integrations themselves.
Observed signals
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