Intelligence that reflects your audience. Scale human instinct to perfect every decision.
The cmul8 platform
Sonder™ Models
Our reasoning models learn how your customers actually think. Trained on your research, interviews, and behavioral data—not generic web content. They reason like real humans: weighing trade-offs, second-guessing, changing their minds.
The Pulse Engine
The engine that brings Sonder to life. Generate thousands of distinct personas, run scenarios, and get forecasts—all grounded in your customer's actual decision logic. Insights in hours, not months.
Parity Protocol
We validate Sonder against real human panels continuously. Every output is benchmarked. You get a validated mirror of your market—not a black box.
The Architecture of Trust
Rigour is our foundation.
Ethnographic Roots
Anchored in real interviews, behaviors, and lived experience—not internet generalizations.
Human Complexity
Models that capture bias, hesitation, and irrationality—not just averages.
Validated Outputs
Benchmarked against real panels. Transparent methodology. No black boxes.
Beyond Guesswork. Start Knowing.
Every decision, validated; every scenario, lived. Master your market before you build.
Experience CMUL8