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AI Visibility Scorecard
LegacyCodeBench — Benchmark for AI Code Understanding
legacycodebench.com · Technology
At 2.6/10, LegacyCodeBench — Benchmark for AI Code Understanding is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,664,923 of 2,830,090 in Technology for AI visibility
2.6
/10
AEO Score
About LegacyCodeBench — Benchmark for AI Code Understanding
from our crawl and measurement
LegacyCodeBench — Benchmark for AI Code Understanding describes itself simply: "A benchmark for evaluating how well AI systems understand and document legacy COBOL code. 200 tasks, execution-based testing, ground-truth scoring." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 2.6/10, LegacyCodeBench — Benchmark for AI Code Understanding is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for LegacyCodeBench — Benchmark for AI Code Understanding
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/legacycodebench
Cite this score: Engagemii (2026). "AEO Score for LegacyCodeBench — Benchmark for AI Code Understanding." Retrieved from https://engagemii.com/aeo/brands/legacycodebench
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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