AI Visibility Scorecard
Coding and Software Development - Welcome Section
codingfish.com · Technology
At 2.37/10, Coding and Software Development - Welcome Section is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
24
AI Naming Predictability
iRarely named · 24/100
Technology average 28
Top 41% of Technology
See what's behind this score →2.37
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About Coding and Software Development - Welcome Section
from our crawl and measurement
Coding and Software Development - Welcome Section describes itself simply: "Are you a software developer or want to become one? Feel free to learn from and exchange thoughts with others who share your interest, or simply browse here." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.37 out of 10.
Our crawl found structured data on the page (WebSite, CollectionPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
- Company ·
- Coding and Software Development - Welcome Section
- Website ·
- codingfish.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.37/10, Coding and Software Development - Welcome Section is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What is Software Development?
Posted byMikeJuly 17, 2022 Software development is creating computer programs for specific functions, e.g., data security. The process involves several steps, including concept development, designing, programming, documenting, testing, and bug fixing, before they are patched to users.
Is this your brand?
The exact fixes for Coding and Software Development - Welcome Section
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codingfish
Cite this score: Engagemii (2026). "AEO Score for Coding and Software Development - Welcome Section." Retrieved from https://engagemii.com/aeo/brands/codingfish
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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