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dioptra.ai
WINTER 2022

dioptra.ai

Moderate AI visibility with 32 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & InfrastructureAI & ML Platforms
61/100
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
7/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
5/10

Verdict

Moderate AEO readiness at 61/100 with significant gaps to address. Key strengths include llms.txt File, Table & List Extractability, and Fact & Data Density. Priority gaps: RSS/Atom Feed, Speakable Schema, and Visible Date Signal.

How to Improve

Current
61/100
Projected
86/100
35Total Fixes
5Quick Wins
~64hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersAdd ai.txt and content licensingAdd visible date signalsMake pages solve the user task fasterReduce extraction friction
Fix HTML structure and meta tags
medium|low
Configure robots.txt for AI crawlers
high|trivial
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Reduce render-blocking resources
low|low
Improve server response efficiency
low|low

Top Opportunities10

Ensure blog content consistently covers your core expertise areas rather than scattering across unrelated topics. AI engines build authority models - a site about "Medicare coverage" that also publishes about humidifiers and groceries dilutes its topical authority.

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.

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.

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.

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

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

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.

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.

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

Fix It With AI40

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Site Pages

www.dioptra.ai/dioptra-vs-wordsmith-aiD49
Dioptra vs Wordsmith AI
www.dioptra.ai/resourcesF33
Resource
www.dioptra.ai/dioptra-vs-ivoD42
Dioptra vs Ivo

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