How can I improve my llms.txt File score?

No llms.txt file found at https://cranston.ai/llms.txt (HTML page served (not a valid text file)).

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

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

How can I improve my RSS/Atom Feed score?

Homepage does not link to an RSS/Atom feed in . No accessible RSS/Atom feed found in homepage link tags, common feed paths, or sampled blog feed patterns.

How can I improve my Content Licensing & AI Permissions score?

No ai.txt file found. No content policy or licensing language visible. No license or copyright properties in schema.

FALL 2025

cranston.ai

Weak AI visibility with 16 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & Infrastructure AI & ML Platforms

44/100

↓1 since v1

Citation Avg

Answer Readiness

~40% weight

6/10

Content Structure

~25% weight

6/10

Trust & Authority

~15% weight

2/10

Technical Foundation

~10% weight

5/10

AI Discovery

~10% weight

1/10

Verdict

Critical AEO gaps at 44/100 - cranston.ai is largely invisible to AI engines. Key strengths include Topic Coherence, Duplicate Content Blocks, and Cross-Page Duplicate Content. Priority gaps: llms.txt File, Schema.org Structured Data, and RSS/Atom Feed.

Top priorities

llms.txt FileDiscovery+10 pts

Schema.org Structured DataTrust+10 pts

RSS/Atom FeedDiscovery+10 pts

#15395of 26585

#1500of 2337 in Developer Tools & Infrastructure

Ahead of you

compyle.ai44

compose.ai44

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View improvement plan

How to Improve

Current

44/100

Projected

78/100

42Total Fixes

12Quick Wins

~106hEst. Effort

Quick Wins

Create /llms.txt fileConfigure robots.txt for AI crawlersBuild FAQ sections with schemaLink orphan pages into site navigationAdd direct answer paragraphsAdd ai.txt and content licensingEnhance author and expert schemaFix canonical URL strategyAdd visible date signalsImprove citation-ready writing qualityPackage evidence for AI enginesReduce extraction friction

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

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

Create complete sitemap.xml

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

critical

medium

Create complete sitemap.xml

critical|medium

Fix canonical URL strategy

Add rel="canonical" tags to all pages to prevent duplicate content confusion.

critical

low

Fix canonical URL strategy

critical|low

Fix HTML structure and meta tags

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

low

Fix HTML structure and meta tags

low|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 document weight

Trim oversized HTML, excessive DOM nodes, and large inline payloads that slow AI crawlers.

low

Reduce document weight

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.

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

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

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

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.

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.

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.

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.

Fix It With AI42

Criterion

Score

Potential

Score Breakdown

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Site Pages

URLCitationSiteIn-linksCategoryIssuesWords

cranston.aiCranston — AI for Accounting and Finance Teams

D41

homepage

1,133

cranston.aiD41