AI Visibility Scorecard
SmartBear Reflect
reflect.run · Technology
Somewhat visible. AI bots can read SmartBear Reflect, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · Claude · Perplexity · ShapBot
#62,957 of 2,705,505 in Technology for AI visibility
78
6
AEO Visibility
iBorderline · 5.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
12
AI Adoption
iBasic · 12/100
About SmartBear Reflect
from our crawl and measurement
"SmartBear Reflect helps teams maintain application integrity with AI-powered, codeless web and mobile testing, so your app works the way it's intended, every release." That is how Reflect introduces itself. Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.5/10, SmartBear Reflect has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for SmartBear Reflect
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for SmartBear Reflect.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/reflect-run
Cite this score: Engagemii (2026). "AEO Score for SmartBear Reflect." Retrieved from https://engagemii.com/aeo/brands/reflect-run
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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