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jinba.io
WINTER 2026

jinba.io

Moderate AI visibility with 35 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureDeveloper Platforms
67/100
1 since v2
D
Citation Avg
Answer Readiness
~40% weight
8/10
Content Structure
~25% weight
9/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
7/10

Verdict

Moderate AEO readiness at 67/100 with significant gaps to address. Key strengths include Schema.org Structured Data, Semantic HTML5 & Accessibility, and Direct Answer Paragraphs. Priority gaps: llms.txt File, RSS/Atom Feed, and Speakable Schema.

How to Improve

Current
67/100
Projected
86/100
33Total Fixes
7Quick Wins
~60hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersAdd ai.txt and content licensingAdd visible date signalsPackage evidence for AI enginesAdd internationalization signalsImprove server response efficiency
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
Improve server response efficiency
high|low
Reduce document weight
medium|low
Add internationalization signals
high|low
Create complete sitemap.xml
low|low
Reduce render-blocking resources
low|low

Top Opportunities10

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.

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

Shorten sentences to under 25 words, use active voice in lead paragraphs, define jargon inline, and avoid hiding content behind accordions or display:none.

Write self-contained definition sentences and single-claim statements that AI engines can quote directly. Avoid pronouns like "this" or "that" at the start of answer paragraphs.

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.

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.

Add a /llms.txt file that describes your site, core services, and key pages in markdown format. This helps AI engines like ChatGPT and Claude understand your site structure and content offerings.

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Site Pages

Changes since v2Last audited 75 days ago
66
67
+1
View full comparison →
Add Owned Data SignalsAdd Answer Capsule PatternsAdd First-Hand Experience SignalsPackage Evidence for AIStrengthen Entity Authority (NAP)Reduce Extraction FrictionImprove Citation-Ready WritingAdd Answer-First PlacementBuild Comprehensive FAQ SectionCreate llms.txt File

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