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aitechpacks.com
SUMMER 2021

aitechpacks.com

Moderate AI visibility with 38 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & InfrastructureRobotics & Hardware
65/100
6 since v1
D
Citation Avg
Answer Readiness
~40% weight
8/10
Content Structure
~25% weight
8/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
6/10

Verdict

Moderate AEO readiness at 65/100 with significant gaps to address. Key strengths include llms.txt File, Q&A Content Format, and Fact & Data Density. Priority gaps: RSS/Atom Feed, Content Licensing & AI Permissions, and Speakable Schema.

How to Improve

Current
65/100
Projected
86/100
36Total Fixes
5Quick Wins
~58hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersLink orphan pages into site navigationAdd ai.txt and content licensingEnhance author and expert schemaPackage evidence for AI engines
Configure robots.txt for AI crawlers
high|trivial
Add internationalization signals
critical|medium
Fix HTML structure and meta tags
low|low
Create complete sitemap.xml
low|low
Improve server response efficiency
medium|low
Reduce render-blocking resources
low|low
Reduce document weight
low|low

Top Opportunities10

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.

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.

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.

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

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

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.

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.

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

Create an /ai.txt file specifying AI usage permissions and add license schema to your structured data. Clear licensing signals help AI engines understand how they can use your content.

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.

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Site Pages

aitechpacks.com/resources/tech-pack-template-guideF37
Tech Pack Template & Guide | How to Build a Factory-Ready Tech Pack
Changes since v1Last audited 76 days ago
59
65
+6
View full comparison →
Add Original Data & Case StudiesAdd Owned Data SignalsAdd Answer Capsule PatternsAdd First-Hand Experience SignalsPackage Evidence for AIImprove Internal Linking ArchitectureBuild Comprehensive FAQ SectionImprove Question-Answer AlignmentAdd Content Licensing & ai.txtAdd Entity Disambiguation

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