AI VISIBILITY SCOREAS OF 2026-09-20 · ENGAGEMII INDEX
5.1/ 10

#757,751 OF 2,702,784 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

CirclFi

CirclFi

Unclaimed

circlfi.com · Technology

Somewhat visible. AI bots can read CirclFi, but it is missing the structured signals that push citation rate above competitors.

Monitoring for AI engine activity

In the Engagemii AEO index

#757,751 of 2,702,784 in Technology for AI visibility

5

AEO Visibility

i

Borderline · 5.1/10

95

Muse Index Score

i

AI agent readiness

Transactable · 95/100

12

AI Adoption

i

Basic · 12/100

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About CirclFi

from our crawl and measurement

CirclFi 13-Model Stock Valuation Engine describes itself simply: "Institutional-grade equity valuation engine. 13 advanced models. 5,856+ US stocks. Updated daily from SEC EDGAR." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (Organization, WebSite, Product), an llms.txt file for AI models and a sitemap.

Industry · Technology
Last scored · Sep 20, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Strong

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Good

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

Strong

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

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 5.1/10, CirclFi has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

How do thirteen valuation models become one fair value?

Each valuation model attacks the same company from a different angle — discounted cash flow, relative, scenario, option-based. The CUCE ensemble then weights all twelve outputs by correlation-unbiased certainty equivalence to produce the consensus intrinsic value in the middle of the dial. Where the models disagree most is where the market is most likely mispricing the stock.

How does CirclFi turn SEC filings into a fair value?

01Ingest & scanEvery trading day the engine pulls SEC EDGAR filings, XBRL financials, market data and FRED macro series for 5,856+ equities. No human in the loop. 02Compute & valueEach stock runs thirteen independent models — Bayesian DCF over projected free cash flow, Monte Carlo, Markov chains and ensemble meta-models — producing confidence-weighted fair values. 03Signal & actThe live terminal opens.

What research is the valuation engine built on?

IV — FOUNDATIONS NOBEL 1997Merton–Black–ScholesOur PWERM model uses Robert Merton's structural credit framework — Nobel Prize, 1997 — to value equity as a call option on firm assets.

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Picked for CirclFi: How-To

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.

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Source & Attribution

Scored by Engagemii on September 20, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/circlfi

Cite this score: Engagemii (2026). "AEO Score for CirclFi." Retrieved from https://engagemii.com/aeo/brands/circlfi

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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