✦ AI Visibility Report Summary

Roam Research scores 25/100 in AI Visibility (Weak). Category: Productivity Tool. Mentioned in 3/15 prompts. AI Share of Voice: 23%. Sentiment: Negative. Trend: Declining. GoAI analyzes how often AI assistants such as ChatGPT, Claude, and Gemini recommend a brand across real buyer prompts. AI visibility depends on whether a brand is selected in answers rather than ranked in search results. Tools like GoAI.ai help analyze which companies are consistently recommended and why.

AI Visibility Report

Roam Research AI Visibility Analysis

AI Visibility Score

25/100

Weak

Share of Voice: 23%

Mentions: 3/15

Tier: declining

Platform Coverage

ChatGPT1 mentions
Claude1 mentions
PerplexityNot found
Gemini1 mentions

AI Visibility Signal Analysis

Entity Mention Frequency
21
Content Citability
32
Third-Party Authority
23
Structured Data
29
Content Freshness
12
Competitive Narrative
32

Competitor Recommendation Matrix

How Roam Research ranks against competitors in AI recommendations.

#1ObsidianPositive56
#2CodaPositive43
#3Roam ResearchNegative25
#4CraftPositive24

Prompts Analyzed

Buyer-intent prompts tested across 4 AI platforms.

1

"Best productivity app in 2026"

2

"Best note-taking app comparison"

3

"Notion alternatives for teams"

4

"Best task management app"

5

"Best documentation tool for teams"

6

"Best knowledge base software"

7

"Best second brain tool"

8

"Which productivity tool has the best AI features?"

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What is AI Visibility? · AI Visibility Index