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browserbook.com
FALL 2024

browserbook.com

Moderate AI visibility with 31 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & InfrastructureDeveloper Platforms
61/100
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
8/10
Trust & Authority
~15% weight
4/10
Technical Foundation
~10% weight
6/10
AI Discovery
~10% weight
5/10

Verdict

Moderate AEO readiness at 61/100 with significant gaps to address. Key strengths include llms.txt File, Q&A Content Format, and Clean, Crawlable HTML. Priority gaps: RSS/Atom Feed, Content Licensing & AI Permissions, and Canonical URL Strategy.

How to Improve

Current
61/100
Projected
84/100
34Total Fixes
11Quick Wins
~62hEst. Effort
Quick Wins
Add JSON-LD structured dataStrengthen entity authority (NAP)Configure robots.txt for AI crawlersLink orphan pages into site navigationAdd content freshness signalsAdd definition-style contentAdd ai.txt and content licensingFix canonical URL strategyAdd visible date signalsIncrease content depth and structureReduce extraction friction
Configure robots.txt for AI crawlers
high|trivial
Fix canonical URL strategy
critical|low
Add internationalization signals
critical|medium
Reduce document weight
medium|low
Create complete sitemap.xml
low|low
Improve server response efficiency
medium|low
Reduce render-blocking resources
low|low

Top Opportunities10

Expand articles to 1000+ words with structured H2/H3 sections, comparison tables, and expert analysis. Thin content (under 300 words) is rarely cited by AI engines. Deep, well-structured articles demonstrate expertise.

Include "our analysis", "our data", "our testing" phrases backed by original research or proprietary data. 52.2% of AI-cited posts contain owned data signals.

Publish original research, statistics, case studies, or proprietary data that AI engines can cite. Unique data points make your content a primary source rather than a derivative one.

Add inline citations to external sources, "According to [Source]..." attribution phrases, and a Sources section at the end of key articles.

Write 20-25 word self-contained answer sentences immediately after each H2 heading. 72.4% of AI-cited posts use this pattern - it gives engines a ready-made snippet to quote.

Add Organization schema with consistent name, address, phone (NAP). Include sameAs links to social profiles and authoritative directories to strengthen entity recognition.

Strengthen internal linking with descriptive anchor text between related pages. Add breadcrumb navigation and ensure every key page is reachable within 3 clicks from the homepage.

Show direct use, testing, implementation, or lived experience with concrete observations, examples, screenshots, and lessons learned.

Add Person schema for content authors with credentials, expertise, and sameAs links. Expert attribution strengthens E-E-A-T signals that AI engines use to evaluate source credibility.

Include dateModified schema, visible last-updated dates, and time elements on content pages. Fresh content signals help AI engines prioritize your pages over stale alternatives.

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Site Pages

www.browserbook.com/blog/deterministic-browser-automation...F33
Why Deterministic Browser Automation Beats AI Agents | BrowserBook
www.browserbook.com/blog/evolution-of-web-automation-sele...F36
Web Automation Evolved: Moving Beyond Selenium and Playwright with AI | BrowserBook
www.browserbook.com/compare/playwright-mcp-vs-browserbookD42
Playwright MCP vs BrowserBook | Browser Automation Comparison
www.browserbook.com/compare/browser-use-vs-browserbookD46
Browser Use vs BrowserBook | Browser Automation Comparison

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