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AI Visibility Scorecard
coefficient.io · computer software
Somewhat visible. AI bots can read Coefficient, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#40,061 of 2,808,083 in Technology for AI visibility
6.9
/10
AEO Score
from our crawl and measurement
Coefficient, based in San Mateo, CA, describes itself simply: "Connect Google Sheets & Excel to Salesforce, QuickBooks, Snowflake, and 100+ data sources. Build live analysis and dashboards with AI." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.9 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. It is passable on a few credibility markers.
Away from its own site, other sites link to it, the domain reads as established and it comes up on Reddit. There is some, but not much, sign that there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2020.
Higher is better · 0-10
Structured Data
10
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
5
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
10
Inbound links from other sites.
Domain Trust
5
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
3
Forum and community discussion.
7
Reddit mentions and discussion.
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 6.9/10, Coefficient has a working base to build on - fixable, and the signals above are where to start.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coefficient-io
Cite this score: Engagemii (2026). "AEO Score for Coefficient." Retrieved from https://engagemii.com/aeo/brands/coefficient-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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