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drdroid.io
WINTER 2023

drdroid.io

Moderate AI visibility with 27 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureDeveloper Platforms
56/100
1 since v1
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
6/10
AI Discovery
~10% weight
3/10

Verdict

Below-average AEO readiness at 56/100 - multiple areas need attention. Key strengths include Schema.org Structured Data, Semantic HTML5 & Accessibility, and Direct Answer Paragraphs. Priority gaps: llms.txt File, Sitemap Completeness, and RSS/Atom Feed.

How to Improve

Current
56/100
Projected
82/100
39Total Fixes
12Quick Wins
~77hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersBuild FAQ sections with schemaAdd content freshness signalsAdd ai.txt and content licensingFix canonical URL strategyImprove query-answer alignmentIncrease content depth and structureImprove citation-ready writing qualityAdd answer-first content placementPackage evidence for AI enginesReduce extraction friction
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Create complete sitemap.xml
critical|medium
Configure robots.txt for AI crawlers
critical|low
Fix canonical URL strategy
critical|low
Add internationalization signals
critical|medium
Fix HTML structure and meta tags
low|low
Improve server response efficiency
medium|low
Reduce render-blocking resources
medium|low
Reduce document weight
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.

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.

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.

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

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 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.

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.

Sections within pages contain identical or near-identical text. LLMs may flag this as low-quality or thin content, reducing citation authority. Rewrite duplicate blocks with unique angles.

Fix It With AI41

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Site Pages

drdroid.io/integrationsF34
Integrations - DrDroid AI SRE Agent
drdroid.io/context-builderF39
Context Builder - Build Infrastructure Context for AI Coding Agents | DrDroid
drdroid.io/case-studies/fortune-500-cybersecurityD46
Fortune 500 Cybersecurity Case Study - DrDroid AI SRE Agent
Changes since v1Last audited 52 days ago
55
56
+1
View full comparison →
Add Original Data & Case StudiesIncrease Content DepthAdd Structured Tables & ListsAdd Owned Data SignalsImprove Question-Answer AlignmentAdd Entity DisambiguationAdd Answer Capsule PatternsAdd First-Hand Experience SignalsAdd Answer-First PlacementFix Duplicate Content Blocks

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