LLM Presence Report
LLM Presence shows how often, how prominently, and how positively your brand appears inside answers generated by major AI models like OpenAI GPT, Claude, Gemini, Perplexity, and Grok.
It turns AI visibility into something you can actually manage, by measuring:
share of voice
ranking position
sentiment
competitor mentions
changes over time
So instead of wondering “Are we showing up in AI answers?”, you can see it, track it, and improve it.
Why it matters
AI assistants are shaping discovery and recommendations. That means your brand perception is increasingly being formed before a visitor even reaches your website.
LLM Presence helps marketing, comms, and SEO/AEO teams move from guesswork to clarity by turning abstract mentions into measurable signals.
The five questions it answers
How often are we mentioned? See your baseline visibility across models and topics.
Are we ranked or recommended ahead of competitors? Understand whether you are being positioned as the default choice, or an afterthought.
Is the sentiment healthy? Track whether the tone around your brand is positive, neutral, or negative.
Which topics anchor our visibility? Identify the themes where you are already strong, so you can protect and expand them.
Are we gaining or losing ground week over week? Spot early movement before it shows up in pipeline, traffic, or share.
Key Capabilities
Brand Setup in Minutes
Input your brand URL; Fibr auto-identifies relevant competitors and brand context to initialize tracking.
Contextual Query Generation
Auto-creates 20+ brand-specific prompts based on industry, positioning, and competitor context.
Multi-Platform Execution
Runs programmatically across OpenAI, Claude, Gemini, Perplexity, and Grok with retries and timestamp tracking.
Presence Analytics
Detects mentions (including variants/misspellings), calculates brand share, and benchmarks versus competitors.
Positioning Intelligence
Determines list position (1st, 2nd, 3rd), average placement, and first-mention frequency across LLMs.
Sentiment & Reputation
Classifies positive/neutral/negative tone and highlights sentiment shifts by week or platform.
Topic Intelligence
Groups responses into key themes and topics; identifies content gaps and emerging opportunities.
Analyst-Friendly UI
Visual dashboards with trendlines, sentiment breakdowns, and coverage charts; includes direct query review.
Presence Health Score
Consolidated score combining frequency, position, and sentiment metrics across all AI platforms.
Position Movement Tracking
Measures change in brand position versus competitors; flags upward/downward trends.
Reputation Heatmaps
Shows sentiment by topic or geography for quick localization and content-action decisions.
Tips from the Fibr team
Run presence analysis weekly to catch visibility or reputation shifts early.
Use Topic Intelligence to prioritize new content in areas where competitors dominate.
Treat sentiment changes as early signals. Negative sentiment often shows up before ranking drops.
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