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AI Visibility Scorecard
LeftSize — Cloud Optimization in 5 Minutes, Not 5 Months
leftsize.com · Technology
Somewhat visible. AI bots can read LeftSize — Cloud Optimization in 5 Minutes, Not 5 Months, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#581,494 of 2,706,966 in Technology for AI visibility
5.4
/10
AEO Score
About LeftSize — Cloud Optimization in 5 Minutes, Not 5 Months
from our crawl and measurement
LeftSize Cloud Optimization in 5 Minutes, Not 5 Months is a business whose own site puts it this way: "Cloud cost, security, and governance optimization delivered as GitHub Issues." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, visible credibility markers and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and basic crawler access.
Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
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 5.4/10, LeftSize — Cloud Optimization in 5 Minutes, Not 5 Months has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is a 'team' in LeftSize pricing?
A team is your GitHub organization. LeftSize Pro is licensed per organization, giving you unlimited repositories within that org.
What's the difference between Free and Pro?
Free includes 31 cost optimization rules for up to 3 repos. Pro adds 67 more rules covering security, governance, and deprecation alerts — for unlimited repos.
Do I need to give LeftSize access to my cloud?
No. LeftSize runs as a GitHub Action in your workflow. Your cloud credentials never leave your environment — we never see them.
Can I scan multiple subscriptions or accounts?
Yes! Use GitHub Actions matrix strategy to scan multiple Azure subscriptions or AWS accounts in parallel.
What clouds are supported?
AWS and Azure are fully supported.
How is this different from AWS Cost Explorer or Azure Cost Management?
Those tools show you costs. LeftSize creates actionable GitHub Issues with specific fixes your developers can implement. No dashboards to check — findings come to you.
Is LeftSize only for cost optimization?
No! While cost optimization is core, Pro includes security rules (public access, open ports), governance (missing tags), and deprecation alerts (outdated SKUs).
Do you support Azure DevOps or GitLab?
Currently LeftSize is GitHub-only. We're exploring Azure DevOps integration based on customer demand.
Is this your brand?
The exact fixes for LeftSize — Cloud Optimization in 5 Minutes, Not 5 Months
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leftsize
Cite this score: Engagemii (2026). "AEO Score for LeftSize — Cloud Optimization in 5 Minutes, Not 5 Months." Retrieved from https://engagemii.com/aeo/brands/leftsize
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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