# Simsurveys

> Simsurveys is an AI-powered synthetic survey data platform that replaces traditional panel providers and survey tools. It generates research-grade synthetic survey data from AI models validated against live panels — delivering results in minutes instead of weeks. 9 completed validation studies demonstrate KL divergence scores of 0.05–0.10 against live panel benchmarks. Patent-pending technology (U.S. Patent Application No. 18/784,418). The Oracle API generates complete synthetic respondent-level survey datasets on demand — submit a survey and demographic quota groups and receive per-respondent answers via an asynchronous REST endpoint.

For a complete, single-document version of this file, see: https://simsurveys.com/llms-full.txt

## Products

### Simsurveys Platform
The core survey simulation platform. Upload or build a survey instrument, define target demographics, and generate complete synthetic datasets. Supports single-choice, multi-choice, grid/matrix, text, numeric, and formula question types. Models are validated against live panel data with KL divergence scores of 0.05–0.10.
https://simsurveys.com/platform.html

### Oracle API
A REST API for generating full synthetic survey datasets. Submit a survey plus demographic quota groups and receive respondent-level data — each simulated respondent with their demographics and their answer to every question — via an asynchronous simulation job. Covers consumer, HCP, social, and patient models.
https://simsurveys.com/oracle-api.html

### Oracle Voices
AI-powered qualitative research using digital panelists. Conduct focus groups, in-depth interviews, and open-ended research at scale. Digital panelists are AI agents calibrated to represent specific demographic and psychographic profiles.
https://simsurveys.com/oracle-voices.html

### Synthetic Conjoint Analysis
Full choice-based conjoint analysis powered by synthetic respondents. Includes experimental design, HB-MNL estimation with MCMC/Gibbs sampling, individual-level part-worth utilities, attribute importance weights, preference share simulations, and willingness-to-pay estimates. Same methodology used by Sawtooth Software and major research firms, at a fraction of the cost and timeline.
https://simsurveys.com/blog/synthetic-conjoint-analysis.html

### Digital Twins / Synthetic Personas
Persistent AI models of individual respondents that can be re-queried across multiple studies. Digital twins can be built purely synthetically from population-level data, or seeded from real survey/conjoint data for individual-level precision. Seeded twins carry individual-level preference vectors (e.g. HB-MNL utilities from conjoint studies), enabling message testing, concept evaluation, and follow-up research against the same panel without re-fielding. Available for consumer, patient, and HCP populations.
https://simsurveys.com/blog/digital-twins-market-research.html

## Domain Models
- Healthcare (20 HCP specialties): https://simsurveys.com/models/healthcare.html
- Consumer Goods (CPG, retail, brand strategy): https://simsurveys.com/models/consumer-goods.html
- Patient (500,000+ de-identified federal patient records): https://simsurveys.com/models/patients.html
- Sociopolitical (public opinion, policy research): https://simsurveys.com/models/sociopolitical.html

## Key Differentiators
- Research-grade accuracy: KL divergence 0.05–0.10 vs live panel benchmarks
- Speed: Results in minutes vs weeks for traditional panel research
- Cost: Fraction of traditional panel costs
- Scale: Unlimited sample sizes with no recruitment constraints
- Privacy: No real respondent PII involved

## Validation & Methodology
- Validation studies: https://simsurveys.com/validation-studies.html
- Technical specifications: https://simsurveys.com/technical-specifications.html
- Quality assurance: https://simsurveys.com/quality-assurance.html
- Methodology evolution: https://simsurveys.com/methodology-evolution.html

## Company
- Website: https://simsurveys.com
- Contact: https://simsurveys.com/contact.html
- About: https://simsurveys.com/about.html
- API Documentation: https://simsurveys.com/oracle-api.html
- Pricing: https://simsurveys.com/pricing.html