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AI Visibility Scorecard
cloudidr.com · internet
Somewhat visible. AI bots can read Cloudidr LLM Ops — Save 75, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#100,177 of 2,812,091 in Technology for AI visibility
6.5
/10
AEO Score
from our crawl and measurement
Cloudidr LLM Ops Save 75, based in San Jose, CA, describes itself simply: "AI FinOps platform that cuts LLM API costs by up to 90% through intelligent model routing across OpenAI, Anthropic, Google Gemini, and AWS Bedrock." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 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, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2023.
Higher is better · 0-10
Structured Data
9
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
2
Forum and community discussion.
0
No Reddit mentions found yet.
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 6.5/10, Cloudidr LLM Ops — Save 75 has a working base to build on - fixable, and the signals above are where to start.
How does LLM cost tracking work?
Add a tracking header to your existing API calls. Cloudidr proxies requests, logs token usage and cost, and returns the unchanged response. Your API key passes through directly — never stored.
Do you store my API keys?
No. Your API key is passed directly to the provider via HTTPS and discarded immediately. We only track token counts, model names, and costs — never your keys or content.
Do you see my prompts or responses?
No. We only log metadata: model name, token counts, timestamps, and costs. Your prompt and response content never touches our database.
Does this add latency?
Minimal — typically 10–50ms overhead for logging. Intelligent routing decisions are made in-flight with negligible additional delay.
Can I stop using Cloudidr anytime?
Yes. Remove the base_url and tracking header from your code and your app works exactly the same pointing directly at your LLM provider. No lock-in.
What providers do you support?
OpenAI (GPT models), Anthropic (Claude), Google Gemini, and AWS Bedrock — 108 models across all major providers.
How much does Cloudidr cost?
Free starter plan available. Paid plans charge 20% of verified savings — only after you see them. First charge when accumulated savings exceed $5.
How can I verify you don't store my API key?
Test with a limited API key, make requests, then revoke it. Try another request — it will fail immediately, proving we don't cache keys.
Is this your brand?
The exact fixes for Cloudidr LLM Ops — Save 75
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech buyers are the most research-intensive shoppers on the internet.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cloudidr
Cite this score: Engagemii (2026). "AEO Score for Cloudidr LLM Ops — Save 75." Retrieved from https://engagemii.com/aeo/brands/cloudidr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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