atypica.AI: CI-First Benefit Score 6.0/10, Humics-Neutral (0 / +3). A web research platform from BMRLab that builds simulated consumers from public social data or from your own interview transcripts, interviews them at scale, and returns a structured report with its assumptions and limitations attached.

Gemini 4 Argon: CI-First Benefit Score 6.3/10, which is CI-First Strong, with a Humics-Neutral protection badge. Google's first non-Flash model in seven months lands level with the top OpenAI model on the independent composite, first on the knowledge-work index and the best-calibrated model measured at its level, on a rate card that doubles on 2026-12-01 and access with no free tier. The frontier capability is real, and the discipline the score demands does not move with it.

GPT-6.1 Sol: CI-First Benefit Score 6.3/10, which is CI-First Strong, with a Humics-Neutral protection badge. OpenAI's mid-tier model holds the $2 and $10 per million token rate of the model it replaced and halves the cached input rate, landing one point below the family flagship on the independent composite at roughly a fifth of the price. The first mid-tier release in this family to reach CI-First Strong, and the discipline the score demands does not move with it.