AI Visibility Scorecard
Software Acumen Limited
leanagilescotland.com · Technology
Borderline visible. AI bots can crawl Software Acumen Limited, 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 1 times
Claude
#859,979 of 2,705,699 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
65
Muse Index Score
iAI agent readiness
Transactable · 65/100
0
AI Adoption
iNone detected · 0/100
About Software Acumen Limited
from our crawl and measurement
Software Acumen Limited, based in Edinburgh, describes itself simply: "Europe's practitioner conference for modern product, engineering and organisational improvement. Two days of keynotes, workshops, case studies and community at the John McIntyre Conference." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (Organization, Event), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 Acumen Limited is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Lean Agile Scotland?
Lean Agile Scotland (LAS) is a practitioner-led conference held annually in Edinburgh. Since 2012, it has brought together people who design, build and improve products, teams and organisations, making it one of Europe's longest-running lean and agile conferences.
What makes Lean Agile Scotland worth the trip?
Lean Agile Scotland is built by practitioners, for practitioners. Every speaker is here because they have something genuinely worth sharing. The Age of Disruption Understand what's changing - and what to do about it. Our 2026 programme theme explores how teams, organisations and the industry are navigating a period of profound change - from AI and automation to shifting ways of working and upheaval.
Is this your brand?
The exact fixes for Software Acumen Limited
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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 October 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leanagilescotland
Cite this score: Engagemii (2026). "AEO Score for Software Acumen Limited." Retrieved from https://engagemii.com/aeo/brands/leanagilescotland
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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