AI Visibility Scorecard
Software Engineering with AI — A Practical Handbook for the Claude Code Era
codingwithaibook.com · Technology
Borderline visible. AI bots can crawl Software Engineering with AI — A Practical Handbook for the Claude Code Era, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#1,748,493 of 2,707,329 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Software Engineering with AI — A Practical Handbook for the Claude Code Era
from our crawl and measurement
"A practical handbook for engineering leaders shipping software with AI agents without wrecking the codebase, the org, or the budget." That is how Software Engineering with AI A Practical Handbook for the Claude Code Era introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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 4.2/10, Software Engineering with AI — A Practical Handbook for the Claude Code Era is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Software Engineering with AI — A Practical Handbook for the Claude Code Era
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codingwithaibook
Cite this score: Engagemii (2026). "AEO Score for Software Engineering with AI — A Practical Handbook for the Claude Code Era." Retrieved from https://engagemii.com/aeo/brands/codingwithaibook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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