{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "aigclink/geolook",
 "name": "geolook",
 "owner": "aigclink",
 "slug": "aigclink-geolook",
 "github": "https://github.com/aigclink/geolook",
 "what": "An open-source, self-hosted dashboard that runs GEO work for one brand: sampling AI engines, auditing the site, writing implementation tickets, and verifying the results.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python 3.9+ on macOS or Linux (Windows via WSL)",
  "git",
  "Optional: an engine API key, such as DeepSeek or GLM, for automated sampling and drafts"
 ],
 "audience_note": "Marketers, SEO leads, and GEO consultants who need to measure and improve how AI engines mention and cite a brand.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Sales and marketing",
 "url": "https://dedupedai.com/use-cases/aigclink-geolook/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "aigclink-geolook--diagnose-ai-engine-absence",
   "title": "Find out why AI engines never mention your brand",
   "best": true,
   "url": "https://dedupedai.com/use-cases/aigclink-geolook/diagnose-ai-engine-absence/",
   "json": "https://dedupedai.com/use-cases/u/aigclink-geolook/diagnose-ai-engine-absence.json"
  },
  {
   "id": "aigclink-geolook--turn-geo-gaps-into-verified-tickets",
   "title": "Turn GEO gaps into tickets and check that fixes worked",
   "best": false,
   "url": "https://dedupedai.com/use-cases/aigclink-geolook/turn-geo-gaps-into-verified-tickets/",
   "json": "https://dedupedai.com/use-cases/u/aigclink-geolook/turn-geo-gaps-into-verified-tickets.json"
  },
  {
   "id": "aigclink-geolook--manual-ai-sampling-without-api-keys",
   "title": "Sample AI engines by hand with no API keys",
   "best": false,
   "url": "https://dedupedai.com/use-cases/aigclink-geolook/manual-ai-sampling-without-api-keys/",
   "json": "https://dedupedai.com/use-cases/u/aigclink-geolook/manual-ai-sampling-without-api-keys.json"
  },
  {
   "id": "aigclink-geolook--client-geo-delivery-package",
   "title": "Build a GEO client package from one run",
   "best": false,
   "url": "https://dedupedai.com/use-cases/aigclink-geolook/client-geo-delivery-package/",
   "json": "https://dedupedai.com/use-cases/u/aigclink-geolook/client-geo-delivery-package.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}