Neutral vs AI Framing Audit
Visible worlds
Most recent comparable REFRESHED observations for personas A, B, and C. Markers indicate items that are not shared with the other displayed Top-10 sets.
A — AI Interest
No comparable REFRESHED observation.
B — Security Interest
- 01 Cybersecurity Marketing Director Cybersecurity
- 02 Security Product Marketing Lead Cybersecurity
- 03 Zero Trust GTM Manager Cybersecurityunique
- 04 Enterprise Security Marketing Lead Cybersecurityunique
- 05 AI Marketing Director AI / GenAI
- 06 B2B Marketing Director General B2B SaaS
- 07 Edge AI Marketing Director Industrial / Edge / Physical AI
- 08 Threat Intelligence Product Marketing Cybersecurityunique
- 09 GenAI Product Marketing Lead AI / GenAI
- 10 SaaS Product Marketing Lead General B2B SaaS
C — Neutral Control
- 01 AI Marketing Director AI / GenAI
- 02 B2B Marketing Director General B2B SaaS
- 03 Cybersecurity Marketing Director Cybersecurity
- 04 Edge AI Marketing Director Industrial / Edge / Physical AI
- 05 GenAI Product Marketing Lead AI / GenAI
- 06 SaaS Product Marketing Lead General B2B SaaS
- 07 Security Product Marketing Lead Cybersecurity
- 08 Physical AI Business Development Lead Industrial / Edge / Physical AIunique
- 09 AI Strategy Manager AI / GenAIunique
- 10 Enterprise Demand Generation Director General B2B SaaSunique
Pairwise Top-10 overlap
| A | B | C | |
|---|---|---|---|
| A | — | — | — |
| B | — | 100% | 54% |
| C | — | 54% | 100% |
Pairwise Visible World Divergence
Visible World Divergence is an internal experimental comparison metric. It is not a validated industry standard.
| A | B | C | |
|---|---|---|---|
| A | — | — | — |
| B | — | 0.000 | 0.415 |
| C | — | 0.415 | 0.000 |
OBSERVED
Control comparisons