AI Visibility Scorecard
Systematic Futures Research
edgereplicator.com · Professional Services
At 1.63/10, Systematic Futures Research is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
Top 50% in Professional Services for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Professional Services average 8
Top 41% of Professional Services
See what's behind this score →1.63
AEO Visibility
iNear-invisible · 1.63/10
Professional Services average 1.5
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Professional Services average 18
See what's behind this score →0
About Systematic Futures Research
from our crawl and measurement
Systematic Futures Research is a business whose own site puts it this way: "Independent systematic futures research focused on automated strategy validation, regime-aware execution, NinjaTrader development, and sim-to-live reconciliation." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.63 out of 10.
Our crawl found structured data on the page (WebSite, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Systematic Futures Research
- Website ·
- edgereplicator.com
- Industry ·
- Professional Services
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 1.63/10, Systematic Futures Research is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Why does the same setup work brilliantly in one environment and fail in another?
That question sits underneath the entire research stack. A strategy can look strong in aggregate and still behave very differently across market environments. The real work is not only finding an edge. The real work is understanding when that edge is present, when it is degraded, and when the system should stand down.The strategy is only one layer.
Where to go next.?
There's a longer description of how the work is structured. There's also an open door for people who want to collaborate on building a specific algorithm.PATH 01Read the approach.The full description of how the work is structured. What the strategies are.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edgereplicator
Cite this score: Engagemii (2026). "AEO Score for Systematic Futures Research." Retrieved from https://engagemii.com/aeo/brands/edgereplicator
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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