Skip to main content

Platform

AEO Website Research-grade Content Content Factory About Audits Rankings Pricing

Resources

Knowledge Base Research FAQ
Audit
OverviewHow to ImproveScore BreakdownSite PagesGuides
hatchet.run
WINTER 2024

hatchet.run

Moderate AI visibility with 28 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureDeveloper Platforms
57/100
F
Citation Avg
Answer Readiness
~40% weight
8/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 57/100 - multiple areas need attention. Key strengths include Original Data & Expert Analysis, Table & List Extractability, and Canonical URL Strategy. Priority gaps: llms.txt File, Comprehensive FAQ Section, and RSS/Atom Feed.

How to Improve

Current
57/100
Projected
82/100
41Total Fixes
13Quick Wins
~74hEst. Effort
Quick Wins
Create /llms.txt fileAdd JSON-LD structured dataAdd question-based headingsConfigure robots.txt for AI crawlersLink orphan pages into site navigationAdd direct answer paragraphsAdd ai.txt and content licensingEnhance author and expert schemaImprove query-answer alignmentAdd visible date signalsAdd first-hand experience signalsReduce extraction frictionEliminate cross-page duplicate content
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Fix HTML structure and meta tags
medium|low
Configure robots.txt for AI crawlers
high|trivial
Add internationalization signals
critical|medium
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

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.

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.

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.

Add more proper nouns throughout content - named sources, organizations, tools, studies, and locations. Cited text averages 20.6% proper nouns; most sites fall well below 15%.

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.

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

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.

Fix It With AI42

Your competitors are already optimizing for AI

Every day without action is traffic your site loses to AI-ready competitors. We fix that.

Fix My Score

Site Pages

hatchet.run/versus/hatchet-vs-temporalD41
Hatchet · Hatchet vs Temporal

Improve Your Score

Guides for the criteria with the most room for improvement

Related Questions

Browse all FAQs →

Want us to improve your score?

We build citation-ready content that AI engines choose as the answer.

Let's Talk