The actuarial benchmark evaluating how AI search engines cite and interpret video content. Measuring Agent Citation Rate (35%), Machine Legibility Score (25%), Cross-Model Semantic Consensus (25%), and Derivative Propagation Rate (15%). Link-only outbound directory under 17 U.S.C. § 512.
| # | AVI Score | Video Title & Creator | Platform | ACR | MLS | CMSC | DPR | Link |
|---|---|---|---|---|---|---|---|---|
| #1 | 93.1 A | Prof. Gilbert Strang (MIT OpenCourseWare) (@mitocw) · Academic Mathematics | youtube | 84.7 | 95.7 | 98.2 | 100.0 | |
| #2 | 92.8 A | Andrej Karpathy (@AndrejKarpathy) · AI & Neural Networks | youtube | 84.0 | 96.7 | 96.8 | 100.0 | |
| #3 | 92.6 A | Grant Sanderson (3Blue1Brown) (@3blue1brown) · Mathematics & AI | youtube | 81.6 | 98.1 | 97.9 | 100.0 | |
| #4 | 92.2 A | Prof. Andrew Ng (Stanford Online) (@stanfordonline) · Academic AI & ML | youtube | 82.3 | 96.1 | 97.6 | 100.0 | |
| #5 | 91.5 A | Josh Starmer (StatQuest) (@statquest) · Statistics & Machine Learning | youtube | 79.3 | 97.9 | 97.2 | 100.0 | |
| #6 | 91.3 A | Andrew Ng + Isa Fulford (DeepLearning.AI) (@Deeplearningai) · AI Engineering | youtube | 78.7 | 97.9 | 97.1 | 100.0 | |
| #7 | 90.3 A | Jeff Delaney (Fireship) (@Fireship) · Developer Architecture | youtube | 76.3 | 97.8 | 96.5 | 100.0 | |
| #8 | 88.6 A | Derek Muller (Veritasium) (@veritasium) · Physics & Computing | youtube | 74.5 | 94.9 | 95.2 | 100.0 | |
| #9 | 88.5 A | Dr. James Grime (Numberphile) (@numberphile) · Cryptography & History | youtube | 72.7 | 95.1 | 97.0 | 100.0 | |
| #10 | 88.3 A | Yannic Kilcher (@YannicKilcher) · AI Research & Reasoning | youtube | 72.9 | 95.3 | 95.9 | 100.0 | |
| #11 | 87.3 A | Károly Zsolnai-Fehér (Two Minute Papers) (@twominutepapers) · Computer Vision & Video Generation | youtube | 71.0 | 95.0 | 94.8 | 100.0 | |
| #12 | 87.3 A | Dr. Mike Pound (Computerphile) (@Computerphile) · Computer Science Education | youtube | 69.7 | 95.5 | 96.2 | 100.0 | |
| #13 | 86.8 A | Dagogo Altraide (ColdFusion) (@ColdFusion) · Semiconductors & Industry | youtube | 69.1 | 95.1 | 95.5 | 100.0 | |
| #14 | 86.7 A | Marques Brownlee (MKBHD) (@mkbhd) · Hardware & Spatial Computing | youtube | 70.3 | 95.3 | 93.0 | 100.0 | |
| #15 | 86.7 A | Destin Sandlin (Smarter Every Day) (@smartereveryday) · Mechanical Engineering | youtube | 69.3 | 93.8 | 96.0 | 100.0 |