AI Visibility Scorecard
QA Roast: Embedded QA partners for teams shipping to real users
qaroast.com · E-commerce
Borderline visible. AI bots can crawl QA Roast: Embedded QA partners for teams shipping to real users, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#617,081 of 739,332 in E-commerce for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
E-commerce average 18
Top 50% of E-commerce
See what's behind this score →4
-
Network Authority
iNot connected yet
E-commerce average 0.0
0 relationships · E-commerce average 9
See what's behind this score →5
12
About QA Roast: Embedded QA partners for teams shipping to real users
from our crawl and measurement
QA Roast: Embedded QA partners for teams shipping to real users is a business whose own site puts it this way: "I embed in your team and run the QA your test suite was supposed to be. Humans orchestrate. AI connects the dots between business intent, real users, and the agents now writing half your." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
- Company ·
- QA Roast: Embedded QA partners for teams shipping to real users
- Website ·
- qaroast.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Jul 31, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.5/10, QA Roast: Embedded QA partners for teams shipping to real users is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is a QA Roast, actually?
Two columns. Read across. The left one is what most teams default to. The right one is the work we are accountable for.The old wayHope, heroics, and PDF reports.✕A full-time QA hire you can’t justify yet✕Coverage % goes up.
Have a release that scares you?
Tell us what's breaking. We'll tell you on the first call whether we can help, and if we can't, who probably can.🔥Email [email protected] our takesReply within 1 business day · No demo, no slides · Zero pipeline gamesQA RoastEmbedded QA partners for early-stage teams shipping software real users depend on.
Is this your brand?
The exact fixes for QA Roast: Embedded QA partners for teams shipping to real users
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qaroast
Cite this score: Engagemii (2026). "AEO Score for QA Roast: Embedded QA partners for teams shipping to real users." Retrieved from https://engagemii.com/aeo/brands/qaroast
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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