Example data Example data computed by the real engine — connect your site to see your own numbers. Confidence: mediumGEO + SEO health
GEO presence
Content & SEO
Answer-engine readiness
Sentiment
Cross-engine breadth
Trust & E-E-A-T
Citation authority
Weakest: Trust & E-E-A-T at 38 — improve One number across answer-engine visibility and content/SEO — a unified score competitors don't ship.
Visibility matrix
Share of voice by engine × topic · 90% cross-engine mention consensus · click a cell
Open evidence Pricing Comparison How-to Best tools Alternatives Reviews
ChatGPT75 55 75 19 55 58
Gemini56 22 54 – 75 13
Perplexity75 54 29 25 54 9
AI Overviews19 28 54 – 19 19
Copilot56 54 54 – 28 40
Grok25 22 19 – 54 12
Claude54 55 75 25 22 40
Gemini · Best tools: you're absent
Nimbus owns this answer and you're not cited. Draft a brief targeting this prompt to enter the answer set.
Draft brief Trends
8-week movement across visibility, sentiment and citation authority
Sentiment drift improving
+0.4
Authority — Grok consolidating
1584 HHI
What to fix next
Ranked by impact · proof-coverage 25% · Execution risk
P0 Triage critical AI visibility alerts
Confirm whether the movement is real, then convert the highest-confidence loss into an action.
low effort medium confidence 1 critical alerts
Review evidence P1 Start recovery so the fix can be deployed and rechecked
Generated action artifacts should be tied to a recovery run before completion, otherwise proof and retesting split from the workflow.
low effort high confidence 4 generated briefs
Start recovery P1 Earn a mention on g2.com
g2.com (mixed authority) is one of the most-cited sources across these answers (182×). Earn a mention there to ride its authority into more AI answers.
high effort medium confidence 0 own citations
Save action P1 Earn a mention on capterra.com
capterra.com (mixed authority) is one of the most-cited sources across these answers (112×). Earn a mention there to ride its authority into more AI answers.
high effort medium confidence 0 own citations
Save action FIX Pre-publish: Trust score is below publish threshold
Blocked before publish · “Best cloud platforms for startups in 2026” — Add source context, remove exaggerated claims, disclose conflicts, and explain limitations.
gate blocked QRG 18
Open editor Competitive standing
Share of voice vs rivals · top citing sources
1 Acme Cloud · you 41%
2 Nimbus 25%
3 Stackline 19%
4 Vaultly 14%
Source domain Cites Auth Tier
g2.com 182 74 mixed
acmecloud.comyou 164 64 mixed
wikipedia.org 56 62 elite
nimbus.iorival 116 56 mixed
vaultly.comrival 115 55 mixed
capterra.com 112 55 mixed
ycombinator.com 112 55 mixed
Content portfolio
Average content score 65 · 6 pages scored
A · 1 B · 3 D · 2
Cloud cost optimization: a practical guide published 81 A 67
Acme Cloud vs Nimbus: an honest comparison published 76 B 33
How to migrate to the cloud without downtime scheduled 67 B 67
Best cloud platforms for startups in 2026 in review 49 D 33
Acme Cloud reviews: what customers actually say approved 75 B 33
Cloud alternatives: when to switch providers draft 43 D 33
Competitor gaps
Across the 8-week window — answers where a rival is cited and you aren't (49 high-closeability)
Citation co-authority
Domains AI engines cite alongside you · edge weight = co-citation share
g2.com: Occasional, 47% co-citation g2.com vaultly.com: You lead, 37% co-citation vaultly.com nimbus.io: You lead, 37% co-citation nimbus.io capterra.com: Peer, 34% co-citation capterra.com reddit.com: Occasional, 33% co-citation reddit.com ycombinator.com: Occasional, 33% co-citation ycombinator.com techradar.com: Occasional, 16% co-citation techradar.com You Relationship
You lead
Peer
They dominate
Top co-cited
g2.com 47%
vaultly.com 37%
nimbus.io 37%
336 answers · 6 prompts · 7 engines · 264 positive captures ·
computed live by the real engine over example data