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AI Mention Analytics
Where You Win & Lose
AI Performance Score Over Time
Average AI Placement Rank
Overall AI Sentiment
AI Sentiment Over Time
AI Sentiment Breakdown
Competitor Share of Voice
Share of Voice Over Time
Citations You Lost
AI Source Mix
Where AI Finds Your Brand
Top Backlinks
AI Traffic vs Mentions
AI Crawler Activity
How to Improve
AI Mention Analytics · snapshot
Placement Rank · snapshot
AI Sentiment · snapshot
AI Source Mix · snapshot
AI Performance
5.7/10
▼ 0.1vs last run
AI Perception
Positive
68% favourable
Placement Rank
#7
▼ 1.2places
Sentiment
7.5/10
Overall · 5 axes
Competitor Share
26%
▼ 5pts
AI Mention AnalyticsThe share of AI answers that name your brand — the headline visibility number the rest of the board breaks down. One line per model, one blended “All models” line, run by run. A 0% is a real zero: AI answered, but never named you.
AI visibility · last 5 runs · 5 models
▲ 4 pts vs last run
51%of AI answers name you · latest run
▲ 4 pts
ChatGPT73%Claude47%Gemini67%Perplexity47%Grok20%
Where You Win & LoseWhich AI models named your brand on each question we track — worst first. Hollow dots are your content gaps.
Per-prompt gaps · Latest run · 5 models
1 at 0%
PromptNamed byRateBest
“best subscription coffee”ChatGPTdidn’t name you
AI Performance Score Over TimeOne combined 0–10 score across mentions, rank and sentiment — your overall AIO health.
Composite score · Last 30 days
▼ 0.1
5.7 /10
Jun 29Jul 6Jul 13Jul 20Jul 27
Blends mentions, rank and sentiment into one score
Average AI Placement RankWhere you sit in AI's ranked lists — #1 means you're the first pick.
Lower is better · #1 is the top
▼ 1.2 places
#7.3
Jun 29Jul 6Jul 13Jul 20Jul 27
Your latest all-models average
Overall AI SentimentHow positively AI talks about you when your brand does come up.
When your brand is mentioned
Mostly positive framing around trustworthiness and overall sentiment. Weakest on value for money.
Based on 38 mentions across 75 answers this run
AI Sentiment Over TimeEach model scores this axis 1–10 on every run. Pick a different axis to see which quality moved.
5 models · Zoomed to range · Last 30 days5 models · Zoomed to range · Last 30 days5 models · Zoomed to range · Last 30 days5 models · Zoomed to range · Last 30 days5 models · Zoomed to range · Last 30 days5 models · Mean of all 5 axes · Last 30 days
No changeNo changeNo changeNo change▼ 0.1No change
7.5
AI Sentiment BreakdownFive sentiment axes, scored 1–10 by each model. Hover a bar for the exact score.
5 axes · Scored per model · /10
7.5
8.0
7.2
6.9
6.5
10
Competitor Share of VoiceYour slice of all brand mentions vs the competitors you named.
You vs named rivals
▼ 5 pts
Northwind Coffee (you)26%
Blue Bottle21%
Stumptown17%
Counter Culture16%
Verve Coffee9%
Share of all brand mentions across 5 models
Share of Voice Over TimeYour share of every brand name AI produced in list answers, run by run — are you gaining or losing ground?
You vs 4 rivals · Last 30 days
▼ 5 pts
26%of all brand mentions · latest run
AI Source MixThe kinds of sources AI reads when it answers questions in your category.
What AI reads · 9 categories
News & Media26%
Review Sites19%
Blogs & Guides15%
Reddit & Forums
Where AI Finds Your BrandThe exact pages AI cites when it talks about your brand.
Most-cited pages
1wirecutter.com/reviews14
2reddit.com/r13
3yelp.com/biz9
Top 3 of 3 cited pages
Top BacklinksThe domains cited most often across all AI answers about your brand.
Most-cited domains
reddit.com307
wirecutter.com269
seriouseats.com184
perfectdailygrind.com194
yelp.com155
15 domains cited in total
Citations You LostDomains that used to be cited in answers about you and have gone quiet. Recency is counted in runs — this tracker runs weekly.
Backlink decay · Last 52 runs
3 gone quiet
seriouseats.comMissed last 3 runs
AI Traffic vs MentionsVisits referred to your site by AI assistants (ChatGPT, Perplexity, Claude…), charted against your AI mention rate. Connect your site on the Traffic page.
northwindcoffee.com · Last 30 days
123AI-referred visits · 4.1% of all visits
AI Crawler ActivityWhich AI companies' bots have been fetching your site, and how much — grouped by the company behind each bot. Needs a server tap: AI crawlers don't run JavaScript, so the browser snippet can't see them.
Crawler visits · Last 30 days
▲ 4% visits
1.2kcrawler visits · 9 bots seen
Jun 2939 visitsMeta1Google4Perplexity7OpenAI27
How to Improve
Your action plan · Jul 27 run
5 new5 improved
Focus: You're invisible on "best subscription coffee" — 0 of 5 models mention you.
1VisibilityHighYou're invisible on "best subscription coffee"0/5models
2VisibilityHighGrok almost never mentions you20%mention rate
3SourcesMediumAI reads News & Media for your space — you're not there26%of cited sources
The headline visibility figure — one blended line across every engine, one line per model. The rest of the board breaks this number down.
5 runs · 75 answers per run · 375 answers scored
100%0
Run 1 · Jun 29Jul 27 · latest run
By model · latest run vs previous
ChatGPT73%▲ 13 pts
Claude47%— no change
Gemini67%— no change
Perplexity47%— no change
Grok20%▲ 7 pts
Claudedidn’t name you
Geminididn’t name you
Perplexitydidn’t name you
Grokdidn’t name you
0%
—
“cheap coffee beans online”ChatGPTnamed you hereClaudedidn’t name youGeminididn’t name youPerplexitydidn’t name youGrokdidn’t name you20%—
“coffee gift ideas”ChatGPTdidn’t name youClaudedidn’t name youGemininamed you herePerplexitydidn’t name youGrokdidn’t name you20%—
“office coffee suppliers”ChatGPTdidn’t name youClaudedidn’t name youGeminididn’t name youPerplexitynamed you hereGrokdidn’t name you20%—
“best coffee for cold brew”ChatGPTnamed you hereClaudedidn’t name youGemininamed you herePerplexitydidn’t name youGrokdidn’t name you40%—
“ethically sourced coffee companies”ChatGPTdidn’t name youClaudenamed you hereGemininamed you herePerplexitydidn’t name youGrokdidn’t name you40%—
“fair trade coffee brands”ChatGPTnamed you hereClaudedidn’t name youGemininamed you herePerplexitydidn’t name youGrokdidn’t name you40%#6
“best espresso beans”ChatGPTnamed you hereClaudenamed you hereGeminididn’t name youPerplexitynamed you hereGrokdidn’t name you60%#4
“best medium roast coffee beans”ChatGPTnamed you hereClaudenamed you hereGeminididn’t name youPerplexitydidn’t name youGroknamed you here60%—
“single origin coffee roasters”ChatGPTnamed you hereClaudedidn’t name youGemininamed you herePerplexitynamed you hereGrokdidn’t name you60%#5
“top rated coffee roasters online”ChatGPTnamed you hereClaudedidn’t name youGemininamed you herePerplexitynamed you hereGrokdidn’t name you60%—
“best coffee beans for pour over”ChatGPTnamed you hereClaudenamed you hereGemininamed you herePerplexitynamed you hereGrokdidn’t name you80%—
“best light roast coffee”ChatGPTnamed you hereClaudenamed you hereGemininamed you herePerplexitynamed you hereGrokdidn’t name you80%#2
“organic coffee brands”ChatGPTnamed you hereClaudenamed you hereGemininamed you herePerplexitydidn’t name youGroknamed you here80%#3
“best specialty coffee roasters”ChatGPTnamed you hereClaudenamed you hereGemininamed you herePerplexitynamed you hereGroknamed you here100%#1
ChatGPTClaudeGeminiPerplexityGrokFilled = named you · Hollow = didn’t · Best = your top list positionFilled = named you · Hollow = didn’t · Worst 5 of 15 prompts
Worst first — “best subscription coffee” is your biggest content gap
/10
8.0 /10
7.2 /10
6.9 /10
6.5 /10
7.2 /10
Jun 29Jul 6Jul 13Jul 20Jul 27
“Consistently praised for bean quality and support; the subscription price is the main gripe.” — ChatGPT · Jul 27 run“Trusted for roast consistency, but reviewers question value against cheaper rivals.” — Claude · Jul 27 run“Strong on freshness and sourcing ethics; a few cited sources flag slow shipping.” — Gemini · Jul 27 run“Cited reviews skew positive on flavour; value for money is contested.” — Perplexity · Jul 27 run“Framed as a premium pick — loved by enthusiasts, pricey for casual drinkers.” — Grok · Jul 27 run