AI visibility score
4.20/ 10Borderline
As of 2026-11-08 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

The Software Leadership Workshop

The Software Leadership Workshop

Unclaimed

vascoduarte.substack.com · Technology

Borderline visible. AI engines can read The Software Leadership Workshop, but Structured Data, Content Structure and E-E-A-T Signals are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.

AI engines read this profile 2 times

Claude

75

AI Naming Predictability

i

Named occasionally · 75/100

Technology average 28

Top 4% of Technology

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4.20

AEO Visibility

i

Borderline · 4.20/10

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Technology average 17

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0

AI Adoption

i

None detected · 0/100

Technology average 2

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About The Software Leadership Workshop

from our crawl and measurement

The Software Leadership Workshop describes itself simply: "What if Agile wasn’t just a set of tools, but a philosophy for driving growth and profitability? How could it transform software development, and revolutionize the business of software." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 4.20 out of 10, readable in places and missing in others.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).

Company ·
The Software Leadership Workshop
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Nov 8, 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

Weak

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

Weak

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

Strong

Established authority for your domain.

Reference Presence

Strong

Recognized in AI knowledge graphs.

News & Press

Strong

Press and news coverage.

Community

Strong

Forum and community discussion.

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 4.20/10, The Software Leadership Workshop is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.

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The exact fixes for The Software Leadership Workshop

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Which AI engines already crawl you

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Picked for The Software Leadership Workshop: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Source & Attribution

Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/vascoduarte-substack

Cite this score: Engagemii (2026). "AEO Score for The Software Leadership Workshop." Retrieved from https://engagemii.com/aeo/brands/vascoduarte-substack

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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