Generate near-real augmented respondents and unlock granular insights in every survey.
Partnering with the world's most innovative researchers
Fairgen helps you reach rare or hard-to-access segments by generating predictive respondents that match your survey structure, all from your existing data.
TAGLINE
Pinpoint niche groups that are underrepresented. Whether they’re too rare, too specific, or too expensive to sample, you decide where to go deeper.
TAGLINE
Fairgen uses patterns from your data to generate new, augmented respondents. These mirror what you’d expect if you had collected more real responses: no external sources, no shortcuts.
TAGLINE
Get new, predictive respondents that match your survey structure and unlock insights as if you'd tripled your reach, without running another fieldwork cycle.
01
SURVEY INTEGRITY
02
Predictive power
03
Benchmark at scale
Tailor-made AI solutions for market research understand survey structure and logic filters, not just data points. Without respecting it, synthetic responses risk breaking your insights.
Preserves the respondent experience and cognitive path.
Designed specifically for market research (not generic AI generation).
Understands skip logic, piping, multi-selects, and hidden variable rules.
02
Predictive power
It’s not about creativity; it’s about precision. Trust is built when AI-generated respondents statistically match the properties of additional real ones.
Rigorous model selection based on predictive fidelity, not vanity metrics.
Prioritizes marginal distribution matching over synthetic creativity.
Actively corrects high variance typical of small samples
Achieves error margins comparable to tripling real sample sizes.
03
Benchmark at scale
You can only trust AI if it performs not once, but thousands of times, across categories, geographies, and sample frames, consistently.
Validated across 10,000+ concurrent boosts.
Proven efficacy across B2B, B2C, opinion, and healthcare studies.
Trusted by the world’s most innovative research organizations.
Choose a study, find small segments of interest, and see the impact of boosting with AI.
AI-powered boosts for every research challenge.
BY TEAM
BY USE CASE
Extend your capabilities and unlock new revenue with AI boosts for granular insights.
Deliver granular insights at speed with stable, segment-level analysis that drives confident decisions.
BY USE CASE
Fill gaps in hard-to-reach groups and see the full picture across all segments.
Fill gaps in hard-to-reach groups and see the full picture across all segments.
Fill gaps in hard-to-reach groups and see the full picture across all segments.
Fill gaps in hard-to-reach groups and see the full picture across all segments.
AI-powered boosts for every research challenge.
BY TEAM
BY USE CASE
Gain the competitive edge with explainable AI. Extend the value of your studies and delight your customers with unprecedented granularity. Maximize ROI by delivering more insights from the real data you already collect.
Increase your reach for even the hardest segments without compromising on quality. Leverage high-quality data collection to train models that can augment with precision, improving delivery rates and customer satisfaction.
Go deeper on every study—analyze niche markets and make informed go-to-market decisions. Enhance customer segmentation and profiling with better insights at the subsegment level.
BY USE CASE
Brands gain consistent monitoring for groups of all sizes while reducing the need for oversampling and high collection costs. Insights teams get instant access to reliable trends for rare groups, ensuring longitudinal accuracy across past and present data.
Refine niche go-to-market strategies with a smarter understanding of critical segments like early adopters of innovative products and rural consumers. Unlock cross-tabulations with distinct demographics for deeper insights.
Greater representativity enables better analysis of critical social and political groups. Improve decision-making with AI-augmented respondents that ensure diverse and balanced perspectives in opinion research.
New to AI augmentation? Here are the questions we hear most, and the answers you need
In a nutshell, Fairgen will reduce your niche segment's margin of error while classic reweighting techniques will not.
When applying different weights for specific segments in a quantitative surveys there is no impact on confidence intervals for that group.
No. Fairgen’s can augment only quantitative fields.
Yes. Fairgen is equipped to handle any quantitative (close-ended) data points that can be exported in a columnar format (single and multiple choice questions, rankings, NPS, continuous open-ended, ratings, and more). Fairgen automatically recognizes field types and conditional relationships between questions.
In short, you will run several parallel testing processes that will compare the efficiency of synthetic data versus real data.
The primary method used by our clients is "Parallel testing", using as a base existing datasets. By the end of it, our predictive technology's accuracy and coherence both on aggregated and granular results can be determined.
The process is simple: you will provide a fraction of an existing sample from a given segment for Fairgen to be trained on, so we can mimic a situation where you have scarce data. Let's say 10% of it. The remaining of it will be used as the ground truth and Fairgen will generate a synthetic dataset that was trained on only 10% of it. We will then compare its reliability against samples of the "ground truth".
We guarantee a reliable and coherent augmentation that will perform significantly better than what our models were trained on.
Insights teams can make better niche go-to-market decisions by having fast and affordable access to data that was before too hard, or impossible, to get. It provides insides teams with the ability to zoom in on sub-segments and gain more trust when reading these groups.
Researchers can immediately expand coverage across niche markets, while gaining fast access do data and without the need of costly traditional data collection boosts.
Access to once "impossible-to-reach" segments is an added value: by extrapolating results while maintaining high confidence levels, niche segments once considered too small, or too hard-to-reach for fieldwork boosts, can now be analyzed.
Yes. Currently, any organization can apply online by scheduling an introductory call with our team. Be among the first to deliver unprecedented granularity using reliable and explainable AI technology.
Absolutely - and we can prove it.
Fairgen's pioneer data augmentation solution can generate near-real synthetic results into niche segments.
As long as based on a model trained on your general audience survey.
Technical validation is a key part of every workflow in Fairgen.