Swarmgram · AI Research
Behavioral AI for
research and simulation.
Swarmgram builds Lewis — a behavioral model calibrated to real-world opinion data — and Lewsearch, an AI research panel that rivals traditional polling at a fraction of the cost and time.
What we build
Company. Model. Product.
Company
Swarmgram
AI research company building behavioral models and synthetic population infrastructure. Delaware C-corp, headquartered in Columbus, OH.
Model
Lewis
An 8B-parameter behavioral model, Dirichlet-ODIR calibrated against 460 ground-truth polling questions — produces opinion distributions, not generic chat completions. Persistent memory architecture at zero marginal cost.
Product
LIVELewsearch
AI synthetic research panels. Ask a question, get calibrated results from up to 10,000 respondents. Benchmarked against real polling data — 4.88% Texas MAE, 7.47% pooled across 460 GT-anchored questions.
lewsearch.com →Validation
Benchmarked against real-world polling data.
460
GT-anchored questions
Texas (120) · California PPIC (175) · 151-Q multi-metro · 22-Q held-out panel
4.88%
Texas MAE · 5-fold CV
ex-electoral · Dirichlet-ODIR calibration · UT/TPP ground truth
7.47%
460-Q pooled MAE
cross-panel, cross-category · same calibration shipped at inference
$29
per study
vs. $5,000–$15,000 for traditional panel research with weeks of lead time
Contact
Talk to the team.
Request a walkthrough of Lewsearch, benchmark methodology, or investment materials.
Or email directly: hi@swarmgram.com
Founder
Jeffrey Mead
Solo technical founder. Model training, inference infrastructure, and both product surfaces built in-house.