How can I improve my llms.txt File score?

No llms.txt file found at https://proception.ai/llms.txt (HTTP 404).

How can I improve my Schema.org Structured Data score?

No JSON-LD structured data found across homepage and sampled content pages.

How can I improve my Q&A Content Format score?

Q&A formatting is missing on most eligible pages. Direct-answer formatting appears on too few pages. No H1 tag found.

How can I improve my Comprehensive FAQ Section score?

No FAQ content found on homepage. No dedicated FAQ page found in common FAQ paths or homepage links. No FAQPage schema markup found across homepage and sampled content pages.

How can I improve my Original Data & Expert Analysis score?

No proprietary data or statistics found. No case studies or testimonials found. No expert attribution or credentials visible.

WINTER 2025

proception.ai

Weak AI visibility with 18 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & Infrastructure Developer Platforms

40/100

↓2 since v1

Citation Avg

Answer Readiness

~40% weight

5/10

Content Structure

~25% weight

2/10

Trust & Authority

~15% weight

3/10

Technical Foundation

~10% weight

5/10

AI Discovery

~10% weight

3/10

Verdict

Critical AEO gaps at 40/100 - proception.ai is largely invisible to AI engines. Key strengths include Canonical URL Strategy, Content Cannibalization, and Topic Coherence. Priority gaps: llms.txt File, Schema.org Structured Data, and Q&A Content Format.

Top priorities

llms.txt FileDiscovery+10 pts

Schema.org Structured DataTrust+10 pts

Q&A Content FormatStructure+10 pts

#18861of 26585

#1780of 2337 in Developer Tools & Infrastructure

Ahead of you

popcom.shop40

origami-robotics.com40

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View improvement plan

How to Improve

Current

40/100

Projected

76/100

40Total Fixes

8Quick Wins

~103hEst. Effort

Quick Wins

Create /llms.txt fileStrengthen entity authority (NAP)Configure robots.txt for AI crawlersLink orphan pages into site navigationAdd ai.txt and content licensingAdd visible date signalsAdd answer-first content placementAdd image context for AI engines

Fix

Impact

Effort

Create /llms.txt file

Add a machine-readable llms.txt file at your domain root that describes your site, services, and key pages for AI engines.

critical

low

Create /llms.txt file

critical|low

Add llms-full.txt with extended content

Create a comprehensive llms-full.txt with detailed page descriptions, content summaries, and topic taxonomy.

medium

low

Add llms-full.txt with extended content

medium|low

Create complete sitemap.xml

Generate a comprehensive sitemap with lastmod dates for all important pages.

critical

medium

Create complete sitemap.xml

critical|medium

Configure robots.txt for AI crawlers

Update robots.txt to explicitly allow AI crawlers and include sitemap directive.

critical

low

Configure robots.txt for AI crawlers

critical|low

Fix HTML structure and meta tags

Ensure clean, well-structured HTML with proper meta tags, HTTPS, and parseable content for AI crawlers.

medium

low

Fix HTML structure and meta tags

medium|low

Add internationalization signals

Implement hreflang tags and lang attributes so AI engines serve the correct language version when answering queries.

critical

medium

Add internationalization signals

critical|medium

Improve server response efficiency

Optimize compression, cache headers, redirect chains, and HTML payload size for faster AI crawler access.

medium

low

Improve server response efficiency

medium|low

Reduce render-blocking resources

Minimize blocking scripts and stylesheets in <head> to improve content availability for AI crawlers.

low

Reduce render-blocking resources

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.

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.

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

Add specific numbers, percentages, statistics, and data points throughout your content. Fact-dense content gives AI engines concrete data to cite rather than vague claims.

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

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

Use HTML tables for comparison data and ordered/unordered lists for features, steps, and specifications. Structured data formats are directly extractable by AI engines for answers.

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.

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.

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 AI40

Criterion

Score

Potential

Score Breakdown

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Site Pages

URLCitationSiteIn-linksCategoryIssuesWords

www.proception.ai/master-planProception - Advanced Humanoid Hands

F37

content

330

www.proception.ai/master-planF37