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userpilot.com

userpilot.com

Moderate AI visibility with 32 of 48 criteria passing. Biggest gap: llms.txt file.

56/100
1 since v1
D
Citation Avg
Coherence gate active - score capped at 60
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
7/10
Trust & Authority
~15% weight
7/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
7/10

Verdict

Below-average AEO readiness at 56/100 - multiple areas need attention. Key strengths include Schema.org Structured Data, Original Data & Expert Analysis, and Internal Linking Structure. Priority gaps: llms.txt File, Speakable Schema, and Methodology Transparency. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

#2113of 13363
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How to Improve

Current
56/100
Projected
86/100
34Total Fixes
9Quick Wins
~53hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersBuild FAQ sections with schemaImplement semantic HTML5 elementsAdd ai.txt and content licensingAdd visible date signalsMake pages solve the user task fasterAdd first-hand experience signalsReduce render-blocking resources
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Configure robots.txt for AI crawlers
high|trivial
Reduce render-blocking resources
high|low
Fix HTML structure and meta tags
low|low
Add internationalization signals
critical|medium
Reduce document weight
medium|low
Improve server response efficiency
medium|low

Top Opportunities10

Ensure blog content consistently covers your core expertise areas rather than scattering across unrelated topics. AI engines build authority models - a site about "Medicare coverage" that also publishes about humidifiers and groceries dilutes its topical authority.

The same paragraphs appear on multiple pages. AI engines may only index one version and ignore the rest. Rewrite shared content so each page offers a unique perspective.

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.

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.

Place a concise 40-80 word answer block in the first 300 words of each page. Avoid throat-clearing openers like "In this article..." and lead with the answer.

Create a dedicated FAQ page with FAQPage schema markup. Cover common questions about your products, services, and industry to become a direct answer source for AI engines.

Write self-contained definition sentences and single-claim statements that AI engines can quote directly. Avoid pronouns like "this" or "that" at the start of answer paragraphs.

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

Define the primary entity in the first 500 characters, use consistent terminology (same term 70%+), and add "unlike X" signals to help AI engines distinguish your topics.

Fix It With AI38

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Site Pages

userpilot.com/costs/mixpanel-pricingD53
Mixpanel Pricing Review: Value, Limits, and Better Solutions - Userpilot
userpilot.com/compare/userpilot-vs-chameleonD52
Chameleon vs Userpilot: How to Unlock Real Product Insights - Userpilot
userpilot.com/features/pendo-analyticsD50
Pendo Analytics Features Reviewed For Product Teams - Userpilot
userpilot.com/features/walkme-featuresD49
walkme features - Userpilot
userpilot.com/product/session-replayD42
Session Replay - Userpilot
userpilot.com/product/user-feedbackD47
User Feedback Software - Userpilot
userpilot.com/customersF37
Customer Case Studies - Userpilot
userpilot.com/role/product-marketingD53
Userpilot for Product Marketing | Userpilot
userpilot.com/role/engineeringD47
Engineering - Userpilot
userpilot.com/product/product-analytics/autocapture-eventsD47
Autocapture Events - Userpilot
userpilot.com/product-dinnerD42
Product Dinner - Userpilot
Changes since v1Last audited 63 days ago
55
56
+1
View full comparison →
Focus Content on Core TopicsEliminate Cross-Page Duplicate ContentIncrease Content DepthPackage Evidence for AIAdd Answer Capsule PatternsAdd Answer-First PlacementBuild Comprehensive FAQ SectionImprove Citation-Ready WritingAdd First-Hand Experience SignalsAdd Entity Disambiguation

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