Enterprise-Grade Infrastructure
Delivering research-grade results in minutes without compromising quality requires serious engineering. Our infrastructure is purpose-built for high-throughput synthetic data generation, combining GPU hardware, optimized model architectures, and intelligent orchestration to eliminate bottlenecks between your survey and your insights.
Multi-GPU Inference Cluster
NVIDIA A100 GPUs running in parallel via AWS SageMaker. Process thousands of synthetic respondents simultaneously, not sequentially.
Optimized Neural Architecture
Custom transformer models fine-tuned for survey response generation. Eliminated unnecessary computational overhead while maintaining research-grade accuracy.
Cloud Infrastructure
AWS-hosted infrastructure with SageMaker endpoints for model serving. Scalable compute that grows with demand while keeping data secure.
Async Processing Pipeline
While traditional panels wait for real humans to respond, our system generates all respondents in parallel. No waiting for quotas, no recruitment delays, no drop-offs.
SageMaker Model Serving
Models deployed via AWS SageMaker with pre-loaded weights for fast inference. Async processing pipeline handles generation efficiently at scale.
Automated Quality Monitoring
ML-powered quality controls run in real-time during generation. Statistical outliers, logical inconsistencies, and data quality issues caught and corrected automatically.
How Generation Works
From the moment you click Launch to the moment your data is ready for analysis, here is what happens inside the platform:
- Questionnaire Parse: AI analyzes survey structure, question types, logic, and targeting requirements in under 3 seconds.
- Model Selection: System selects optimal domain model (Healthcare, Consumer, Social/Political) based on content analysis.
- Respondent Generation: GPU cluster generates all synthetic respondents simultaneously, applying quotas and targeting criteria.
- Quality Control: Automated validation checks data consistency, statistical patterns, and logical response flows.
- Analysis & Export: Crosstabs, statistical tests, charts, and executive summary generated automatically and ready for download.
Performance Benchmarks
< 5 minutes
From survey launch to full dataset with analysis — ready to download and act on in minutes, not weeks.
50+
Dedicated GPU cores running in parallel ensure consistent performance even under peak demand.
High Availability
AWS-hosted infrastructure with auto-scaling endpoints and redundant storage for consistent performance.
10,000+ per study
Scale to massive sample sizes without additional wait time — parallel processing handles volume effortlessly.
Why This Matters for Research
Speed isn't just convenient — it fundamentally changes what's possible. When research takes weeks, teams are forced to be selective about what they test. When it takes minutes, research becomes part of every decision:
- Rapid iteration: Test 5 different concepts in the time it used to take for one.
- Agile research: Sprint-compatible timelines for product teams.
- Real-time insights: Answer urgent business questions the same day they arise.
- Budget efficiency: Speed + low cost = ability to research everything, not just the "big bets."
Experience the Speed Yourself
See how fast research can be when you remove the bottlenecks of traditional panels.
Related Pages
Synthetic Data
Learn how our AI-generated respondents mirror real human behavior with research-grade accuracy.
Survey Software
Explore the full-featured survey platform with built-in AI analysis and reporting tools.
Private Panels
Discover how to build and maintain custom synthetic panels tailored to your research needs.