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If AI can’t find you, buyers won’t.

Your buyers are talking to ChatGPT, not typing on Google.
LLMs are quietly defining market perception every day.
Track what they say before your competitors do.

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Deploy faster

Everything you need to understand how AI sees your brand

Mentions (last 7 days) Live

Performance

Real-Time Mentions Across LLMs

Track how often ChatGPT, Claude, Gemini, and Perplexity mention your brand — updated daily.

Visualization of related brands discovered through AI mentions

Discovery

Find Who Else AI Talks About

Uncover new competitors mentioned alongside your brand — even ones you’ve never heard of.

Matrix comparing brand mentions across leading AI models

Model-wise Comparison

Compare Mentions by Model

Understand which model favors you most — ChatGPT, Claude, Gemini, or Perplexity and many more.

Mentions vs sentiment Scatter view

Benchmarking

Know Exactly Where You Stand

Benchmark your performance vs. top competitors with rank, sentiment, and share-of-voice data.

Hero illustration depicting brands gaining an AI-first advantage

Early Adopter Edge

Be the Brand AI Recommends First

Early adopters are already optimizing for AI-driven discovery. Join them before competitors own the conversation.

Inside the product

Dashboards that match what customers see.

These are the same control panels growth teams use to monitor AI visibility across models. Connect a workspace and every tile becomes live with your own mentions, sentiment, and coverage.

Total Mentions

2,847

Across timeframe

Average Visibility

63%

Share of runs mentioning you

Net Sentiment

+18%

Positive minus negative

Models Covered

8

LLMs tracked

Visibility trend

Percentage of prompt runs mentioning your brand

Last 7 days

Sentiment trend

Positive, neutral, and negative mentions

Last 7 days

Total mentions

Track your brand vs competitors

Tracked competitors

Impact map

Mentions vs sentiment

Scatter view

Top-right: High visibility with positive sentiment.

Bottom-right: High mentions but negative tone — reputation watch.

Bubble size reflects total mentions. Your brand bubble is highlighted.

Top performers

Celebrate the prompts pulling the loudest, most positive conversation.

#1

I need unbiased user opinions comparing Notion's customization features versus Airtable.

Mentions

252

Runs

33

Visibility lift

252

#2

Find honest user reviews discussing the learning curve for new users adopting the platform.

Mentions

166

Runs

26

Visibility lift

166

#3

What are recent G2 reviews saying about the stability of Notion's database functions?

Mentions

82

Runs

29

Visibility lift

82

Sentiment breakdown

Share of positive, neutral, and negative mentions.

Pages Needs Work

24

Score < 60

Optimized Pages

186

Score ≥ 80

Tracking Results

2,847

LLM responses analyzed

Looks familiar?

Connect your workspace and your numbers update instantly.

Why AI Visibility Matters

The way people discover brands has changed forever.

Search is no longer where discovery starts — it’s in AI conversations. ChatGPT, Claude, and Gemini are shaping buyer perception before anyone even types on Google. If your brand isn’t visible in these responses, your competitors already are.

AI Mentions

Know when you’re talked about. Track how often your brand appears in ChatGPT, Claude, Gemini, and Perplexity responses — in real time.

Sentiment Pulse

See what tone AI uses for you. Measure positivity, neutrality, and risk signals in how models describe your brand.

Competitor Discovery

Uncover who’s winning AI visibility. Find brands LLMs mention alongside yours — even ones you didn’t know you were competing with.

Visibility Rank

Benchmark your brand’s share of voice. See where you stand in AI answers and track ranking shifts week over week.

More than 240,000 AI responses analyzed every week

Updated every 12 hours to reflect new AI mentions and visibility shifts

Over 4 leading LLMs tracked for mentions, rank, and sentiment

Prompt Intelligence

The engine behind every insight.

LLMNarrative doesn’t just monitor mentions — it runs smart prompts across ChatGPT, Claude, Gemini, and more to uncover how your brand appears in real AI conversations. Every query, every model, every insight — automated, measurable, and on your terms.

Auto-suggested prompts.
AI-curated prompts identify new brand mentions and competitor patterns automatically.
Multi-model coverage.
Run your analysis simultaneously across leading LLMs — OpenAI, Anthropic, Google, and Perplexity.
Scheduled insights.
Track daily, weekly, or campaign-based visibility — without manual setup or guesswork.
LLMNarrative prompt intelligence dashboard

Deeper Visibility. Smarter Insights.

Everything you need to understand your brand’s AI presence.

LLMNarrative turns thousands of AI responses into a clear story about your brand — revealing who mentions you, how often, in what tone, and alongside which competitors.

Visibility Trend

See your rise before anyone else.

Track how visibility shifts across ChatGPT, Claude, Gemini, and Perplexity — week by week — so you can celebrate wins and intervene early.

Total Mentions

12,480

Last 30 days

+18% vs previous period
ChatGPT
46%
Claude
32%
Gemini
22%
Visibility trend showing steady growth across AI platforms Peak week +27% visibility

Sentiment Pulse

Understand how AI feels about you.

Measure tone and emotional context behind every mention — from praise to friction — to stay ahead of perception shifts.

Tone Breakdown +9% Positive
Positive 62%
Neutral 23%
Critical 15%

Competitor Discovery

Find out who you’re up against.

See which brands appear alongside you and how your share compares — including emerging challengers.

LLMNarrative
78%
DreamForge
54%
NarrativeIQ
41%
PromptLabs
27%

Model Performance

Know where you’re winning visibility.

Compare presence across major AI models to uncover which channels champion your brand — and where to improve.

LLM comparison

Model reach snapshot

Share of voice · rolling 30 days

LIVE Week 42

Strongest lift

ChatGPT

+12 pts vs previous week

Needs attention

Perplexity

Opportunity in tutorials

Vertical bar chart comparing LLM visibility 90% 70% 50% 30% 10% Claude +8 pts QoQ ChatGPT Claude Gemini Perplexity

Time to first mention

0.8s

ChatGPT replies cite you before any competitor.

Emerging lift

+34%

Gemini workflows boost share when use cases show proof.

From the blog

Learn how brands are winning visibility in conversations led by AI.

Don’t Wait for the Market to Catch Up

Be the brand AI recommends first.

Every day, LLMs reshape how buyers discover and compare brands. Early adopters are already optimizing their visibility — before search, before ads, before anyone else. Join them before your competitors own the conversation.