llmranks.io

step 2 of 4 · Visibility

See where you actually show up.

We run every prompt across every engine you track and grade each cell as cited, mentioned, or absent. The heatmap shows which prompts you win on which engine, which ones a competitor is taking from you, and which ones you’re completely invisible for. No more guessing — you can point at the exact gap.

01

Five engines, one screen

ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews — all on the same heatmap. Engine differences are visible at a glance: where one cites you and another doesn't.

02

Cell-level grading

Each prompt × engine cell is scored cited (your URL is the source), mentioned (your name appears, no link), or absent (you don't show up at all). Sentiment is captured too.

03

Visibility score 0–100

A single number that summarizes your AI presence across the prompt set. Useful as a north-star metric, but the heatmap is where decisions get made.

04

Competitor share-of-voice

When you don't appear, we record who did. The competitor SoV view tells you which brand is taking the spot — and which surfaces feed AI those answers.

what this step produces

heatmap · sample
promptChatGPTClaudeGeminiPerplexityAI Overviews
  • best ai meeting notes app
  • alternatives to otter.ai
  • ai notetaker for sales calls
  • voice transcription software
citedmentionedabsent

included at these tiers

FreeIncluded

15 prompts × 4 engines (no Claude)

StarterIncluded

15 prompts × 4 engines, weekly refresh

StandardIncluded

50 prompts × 5 engines, daily refresh

ProIncluded

100 prompts × 5 engines, daily refresh

free audit, no credit card

See where you stand on every engine in one screen.

Visibility — heatmap across every major AI engine · LLMRanks