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querypie.com
WINTER 2020

querypie.com

Weak AI visibility with 24 of 48 criteria passing. Biggest gap: llms.txt file.

43/100
D
Citation Avg
Coherence gate active - score capped at 45
Answer Readiness
~40% weight
5/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
3/10

Verdict

Critical AEO gaps at 43/100 - querypie.com is largely invisible to AI engines. Key strengths include Semantic HTML5 & Accessibility, Canonical URL Strategy, and Duplicate Content Blocks. Priority gaps: llms.txt File, Comprehensive FAQ Section, and Content Licensing & AI Permissions. Topic coherence is 2/10, which caps the overall score at 45. Focusing content on core expertise areas is the single highest-impact improvement.

#9245of 13363
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How to Improve

Current
43/100
Projected
81/100
41Total Fixes
11Quick Wins
~80hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersLink orphan pages into site navigationAdd definition-style contentAdd ai.txt and content licensingEnhance author and expert schemaExtend schema to inner pagesImprove query-answer alignmentFocus blog content on core expertiseIncrease content depth and structureMake pages solve the user task faster
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Configure robots.txt for AI crawlers
high|trivial
Create complete sitemap.xml
medium|low
Reduce render-blocking resources
medium|low
Reduce document weight
medium|low
Fix HTML structure and meta tags
low|low
Improve server response efficiency
medium|low
Add internationalization signals
low|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.

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.

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 concise, standalone answer paragraphs (2-3 sentences) immediately after question headings. These "snippet-ready" paragraphs are ideal for AI engine citations.

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.

Add question-based headings (H2/H3) throughout your content. Use "What is...", "How does...", "Why should..." patterns that match how users query AI assistants.

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.

Ensure every question-format heading (H2/H3) is followed by a direct answer paragraph. This pattern is ideal for AI engine snippet extraction.

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.

Fix It With AI44

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Site Pages

docs.querypie.comF36
QueryPie ACP Documentation - QueryPie ACP
www.querypie.com/company/newsF34
QueryPie News
www.querypie.com/solutions/acp/system-access-controllerF37
QueryPie SAC, System Access Controller
www.querypie.com/company/about-usD43
About Us
www.querypie.com/solutions/aipD40
QueryPie AI Platform (AIP)

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