AI Visibility Scorecard
QFBench
qfbench.com · Technology
Borderline visible. AI bots can crawl QFBench, 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
#1,972,890 of 2,704,685 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About QFBench
from our crawl and measurement
QFBench describes itself simply: "The definitive benchmark for evaluating AI agents on real-world quantitative finance tasks. 87 merged tasks. Hard problems. Verifiable outputs." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
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
Weak
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
Fair
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.8/10, QFBench is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Contribute?
QFBench is community-built. Every task on this leaderboard was contributed by the community — yours could be next.🧪Submit a TaskDesign a hard quant problem, write the verifier, and open a PR.
Is this your brand?
The exact fixes for QFBench
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 QFBench.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qfbench
Cite this score: Engagemii (2026). "AEO Score for QFBench." Retrieved from https://engagemii.com/aeo/brands/qfbench
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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