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seesaw.me

seesaw.me

Moderate AI visibility with 26 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureDeveloper Platforms
51/100
2 since v1
D
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
4/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
7/10

Verdict

Below-average AEO readiness at 51/100 - multiple areas need attention. Key strengths include Sitemap Completeness, RSS/Atom Feed, and Content Publishing Velocity. Priority gaps: llms.txt File, Comprehensive FAQ Section, and Speakable Schema.

How to Improve

Current
51/100
Projected
80/100
39Total Fixes
9Quick Wins
~80hEst. Effort
Quick Wins
Create /llms.txt fileFix HTML structure and meta tagsConfigure robots.txt for AI crawlersAdd direct answer paragraphsAdd ai.txt and content licensingAdd visible date signalsReduce extraction frictionEliminate cross-page duplicate contentImprove server response efficiency
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Fix HTML structure and meta tags
high|low
Reduce render-blocking resources
critical|medium
Reduce document weight
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Improve server response efficiency
high|low
Fix canonical URL strategy
medium|trivial
Add internationalization signals
medium|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.

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

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.

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

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.

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.

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.

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.

Fix It With AI39

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Site Pages

seesaw.com/en-gb/products/instruction-and-insightsD42
Education Instructional Tools & Insights Package | Seesaw UK
seesaw.com/products/instruction-and-insightsD42
Instruction and Insights for Engaging Learning | Seesaw
seesaw.com/blogD43
Educational Blog for Teachers | Seesaw
Changes since v1Last audited 46 days ago
53
51
-2
View full comparison →
Add Original Data & Case StudiesImprove Question-Answer AlignmentAdd Structured Tables & ListsRestructure Content as Q&AAdd Answer-First PlacementIncrease Content DepthBuild Comprehensive FAQ SectionAdd Direct Answer ParagraphsAdd Owned Data SignalsAdd Answer Capsule Patterns

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