{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "limelit-co-open--track-brand-ai-visibility-vs-competitors",
 "repo": "limelit-co/open",
 "repo_url": "https://github.com/limelit-co/open",
 "repo_slug": "limelit-co-open",
 "title": "Track your brand's AI answer visibility against rivals",
 "page_title": "How to track your brand's AI answer visibility against rivals with Open",
 "summary": "Run one self-hosted pass that shows how often AI engines mention your brand versus competitors.",
 "who": "A marketing or SEO lead who needs a defensible number for how often ChatGPT, Claude, Perplexity and Gemini mention their brand, and who does not want a closed SaaS holding the prompts and data.",
 "problem": "AI assistants now shape which brands buyers hear about, but there is no trustworthy, auditable view of whether your brand appears in their answers or how you compare with competitors.",
 "outcome": "A local dashboard with visibility, share of voice and a competitor ranking, where every number shows the sample of answers it rests on.",
 "steps": [
  "Run `mkdir -p ~/limelit && cd ~/limelit && curl -fsSL https://github.com/limelit-co/open/releases/latest/download/limelit_$(uname -s | tr A-Z a-z)_$(uname -m | sed 's/x86_64/amd64/;s/aarch64/arm64/').tar.gz | tar xz limelit` to download the binary. (inferred, check the README)",
  "Run `./limelit serve` and Open localhost:1515 in a browser.",
  "In the setup wizard, enter your domain, your category, up to five competitors, and one key (the free Limelit Cloud allowance via `limelit login`, or your own OpenAI key).",
  "Press Run, then read the Overview as each engine returns answers; numbers with fewer than 20 answers are marked as thin."
 ],
 "agent_prompt": "Using the limelit-co/open repository, download the binary, start `limelit serve`, and complete the setup wizard for the domain <target-domain> with competitors <competitor-domains>. Press Run and report the visibility and share of voice per engine. Verify that each figure shows its answer count n.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "Results come from vendor APIs with web search on and from scrapers for Google AI Overview, Google AI Mode and Bing Copilot, so they are not the same as what a person sees in the consumer apps.",
 "category": "Sales and marketing",
 "tags": [
  "Sales and marketing"
 ],
 "lang": "go",
 "requirements": [
  "macOS or Linux terminal with curl",
  "Either a free Limelit Cloud account (sign in with Google) or your own provider API key, such as OpenAI's",
  "Your brand domain, category and up to five competitor sites"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/limelit-co-open/track-brand-ai-visibility-vs-competitors/",
 "md": "https://dedupedai.com/use-cases/limelit-co-open/track-brand-ai-visibility-vs-competitors/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/limelit-co-open--track-brand-ai-visibility-vs-competitors.json",
 "api_version": "v1"
}