2026-08-28·5 minRecommendation TrackerGEO 2026Citation gapAI answers
Recommendation Tracker — Citation vs Named Recommendation (GEO Aug 2026)
When AI cites your page but recommends a competitor by name — the Aug 2026 gap. Recommendation Tracker measures it and auto-generates FAQ fixes.
FORMULA
Citation ≠ Recommendation — AI can use your URL as a source while naming a competitor in the answerAugust 2026 research shows up to 69% of pages cited in Google AI Overviews still do not get the brand recommended by name. Most GEO tools only count citations. Recommendation Tracker on AI Command Center measures both — and auto-fixes the gap.
What the module tracks (live on the machine)
| Metric | Meaning | Action |
|---|---|---|
| Citation | Your domain appears as a source URL | Measured per ChatGPT / Perplexity / Gemini |
| Recommendation | Your brand is named in the answer prose | Primary KPI on generic commercial queries |
| cited_not_recommended | Cited as source but brand not named | Auto FAQ fix + deploy (max 3/day) |
| recommended_not_cited | Named but no URL link | Ghost page + schema boost |
Daily job cycle (07:12 UTC+2)
- ›07:15 Proof Collector runs brand GEO checks first.
- ›Recommendation Tracker analyzes responses — no extra API cost (reuses geo_checks).
- ›Gap auto-fix — for `cited_not_recommended`, generates FAQ that explicitly names your brand.
- ›Pending fixes deploy on the next 06:30 GEO auto-fix cycle to aicommandcenter.pro.
Live API: `GET /api/machine/recommendations?client=1` and the `recommendations` block on machine status.
Public proof page
See live machine proofTHIS IS NOT A PROMISE — THIS IS THE MACHINE
All numbers on this page can be verified on the public proof page — no login.
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