Insights on synthetic audiences.

Research notes, product updates, and perspectives on how synthetic audiences are changing the way organizations understand people and communicate effectively.

1. The Information Bottleneck at the Center of Capitalist Growth
   What synthetic audiences reveal about the oldest unsolved problem in market economies.

2. Reputation Has a Price. Can We Simulate the Market?
   What agent-based modeling reveals about how public perception moves and why it moves differently for different audiences.

3. Response Imitation Is Not Audience Prediction
   A systematic examination of why large language models fail at population inference and what the architecture requires.

4. Foundation Mapping: Modeling the Cognitive Dimensions That Drive Audience Response
   A framework for decomposing how different populations process the same content through psychologically grounded cognitive dimensions.

5. Population Alignment: The Case for Foundation-Mapped Synthetic Training Data
   Why linguistic alignment and population alignment are different problems, and how foundation-mapped synthetic audiences provide a training signal that bridges the gap for SFT, DPO, and RFT.

6. Benchmarking Synthetic Audience Accuracy Against Survey Ground Truth
   Validation results across public opinion polling, brand perception, and geopolitical sentiment in a low-data market.