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AI Visibility Scorecard
Harness.io
overops.com · Technology
Somewhat visible. AI bots can read Harness.io, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#70,680 of 2,628,980 in Technology for AI visibility
6.6
/10
AEO Score
About Harness.io
from our crawl and measurement
Harness.io describes itself simply: "Use AI to enhance software delivery with automated SLO tracking and change impact analysis for better reliability." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on some structured data, a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that 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 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) and Applebot (Siri). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2011.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
3
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
10
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
6
Forum and community discussion.
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 6.6/10, Harness.io has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Harness Free plan?
Our free plan is the fastest and easiest method to start building and deploying with Harness. It is available to customers of all sizes from students, individual developers, startups, mid-size organizations to most demanding enterprise businesses. Best of all, the access doesn’t expire, and no credit card is needed unless you choose to upgrade to our Team or Enterprise Plans.
Are there any limitations to how I can use Free plan?
Our free plan is not limited to specific use cases. We want everyone to experience the simplicity and feature richness of Harness platform and modules. If you want to track and manage existing service or new one with Harness, Free plan is a great way to get started.
Is a credit/debit card required for Free plan?
A credit/debit card is NOT required to use the free plan.
What is Harness Team plan?
Team plan is perfect for teams and growing businesses looking for customization and collaboration across teams. You can upgrade from free plan to team at anytime.
What is Harness Enterprise plan?
Enterprise plan is perfect for most demanding businesses looking for advanced security and governance, with no limits. You can upgrade from free/team plan to Enterprise at any time.
When do the Team and Enterprise plan trials expire?
Team and Enterprise plan trials are free for 14 days after activation. After that period, you can contact sales to discuss your options.
Can I buy a combination of Team/Enterprise plan licenses across modules?
No, if any one of the modules is on an enterprise plan, then all other modules must be on Enterprise plan as well. This is because the enterprise feature covers advanced governance and security layer that spans across all the modules. However, you can have modules that are on free and team plan.
How is Harness Service Reliability Management licensed/priced?
Harness Service Reliability Management is priced per service managed, available both as a monthly or annual subscription.
Is this your brand?
The exact fixes for Harness.io
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Harness.io.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/overops
Cite this score: Engagemii (2026). "AEO Score for Harness.io." Retrieved from https://engagemii.com/aeo/brands/overops
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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