What is LLM Visibility Analysis?

LLM Presence helps you track how often and how well your brand appears across major AI platforms like OpenAI GPT, Claude, Gemini, Perplexity, and Grok including competitive mentions, sentiment, and positioning trends.

Why It Matters

As LLMs increasingly shape brand visibility and recommendation behavior, LLM Presence turns abstract mentions into measurable metrics.

It answers five key questions for marketing, communications, and SEO/AEO teams:

• How often are we mentioned?

• Are we ranked or recommended ahead of competitors?

• Is the sentiment healthy?

• Which topics anchor our visibility?

• Are we gaining or losing ground week over week?

Key Capabilities

Feature	Purpose
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 monitor shifts in visibility or reputation early.

• Use Topic Intelligence to prioritize new content where competitors dominate.

• Treat sentiment deltas as lead indicators—negative shifts often precede ranking drops.