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AI Visibility Scorecard
TestDino
testdino.com · Technology
Somewhat visible. AI bots can read TestDino, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence
#86,276 of 2,629,793 in Technology for AI visibility
6.5
/10
AEO Score
About TestDino
from our crawl and measurement
TestDino describes itself simply: "TestDino is a Playwright reporting and analytics platform that centralizes CI logs, classifies failures with AI, and detects flaky tests." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
10
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
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
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
4
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 6.5/10, TestDino has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is TestDino?
TestDino is a smart reporting platform for Playwright. It centralizes test runs, groups failures by root cause using AI, tracks flaky tests, and gives your team actionable insights to fix what matters.
How does TestDino work?
Install the TestDino Playwright reporter, add your project token, and run your tests. Results stream in real-time with AI-powered failure classification, flake detection, and error grouping.
What kind of AI insights does it provide?
TestDino analyzes stack traces, screenshots, and DOM context to classify each failure into categories: Actual Bug, UI Change, Flaky Test, or Environment Issue. It also suggests fixes and tracks patterns across runs.
What testing frameworks does it support?
TestDino is built specifically for Playwright. It supports all Playwright test runners including Node.js and Python, with native integration for traces, screenshots, and videos. Multi-framework support is on the roadmap.
Can it detect flaky tests automatically?
Yes. TestDino detects flaky tests by analyzing patterns across runs, not just retries. It tracks stability percentages, flake frequency, and provides quarantine recommendations.
Can I get alerts or export reports?
Yes. Get Slack notifications, email alerts, and scheduled PDF reports. Export data via API or integrate with Jira, Linear, and other tools for issue tracking.
Is it customizable to our environments, branches, and workflows?
Yes. Configure environment tagging with regex patterns, branch-level settings, quality gates on PRs, and custom AI classification rules to match your team's workflow.
How much time does TestDino save each developer?
Teams typically save 6-8 hours per engineer weekly by eliminating manual failure triage. Error grouping alone reduces hundreds of failures to a handful of root causes.
Is this your brand?
The exact fixes for TestDino
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 TestDino.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/testdino
Cite this score: Engagemii (2026). "AEO Score for TestDino." Retrieved from https://engagemii.com/aeo/brands/testdino
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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