The Best Synthetic Market Research Tools in 2026
Seven platforms now let you test ideas on AI audiences before spending real budget. They differ far more than their marketing suggests. Here is an honest map of the category, including where CrowdProof is not the right choice.
The one distinction that matters most
Most synthetic research tools ask each AI respondent independently, like a survey: isolated answers, aggregated into a report. That is a fast, defensible way to approximate polling, and it is what Ditto, Simile, Evidenza, and Qualtrics Edge Audiences do well.
A smaller group simulates the conversation itself. Artificial Societies models message propagation through a social graph. CrowdProof goes further: up to 5,000 simulated people react to each other on the platforms the plan allows (1 on Free, 3 on Pro, all 5 on Team and Enterprise), soa running crowd forms camps. Posts can go viral after engagement spikes. A pending, finished, failed, or stopped run is not live. If your question is "what will people say to each other about this?" rather than "what would each person answer alone?", you need the second kind of tool.
Side by side
| Tool | Approach | How respondents behave | Accuracy claim and verification | Pricing | Buying motion | Live observability |
|---|---|---|---|---|---|---|
| CrowdProof | Simulated social crowds (up to 5,000 people) on 1 to 5 platforms by plan | On a running crowd, agents argue and form camps. Posts can go viral after engagement spikes. A pending, finished, failed, or stopped run is not live. | Survey alignment and known-outcome backtests. Unscored runs stay unscored | Public: $29 one run, then free / $39 / $99 / $249 per month | Self-serve; buy one simulation for $29 | Watch a running crowd in God Mode. A finished share is the report. A pending, finished, failed, or stopped run is not live. |
| Artificial Societies | Message propagation through a social graph | Social spread modeling; delivered as a report | Reports 95% opinion distribution accuracy; research in the British Journal of Psychology | Historically ~$40/mo; moving upmarket | Self-serve, moving to enterprise | Report after the run |
| Aaru | Enterprise prediction engine (Lumen) | Decision prediction, not social interaction | EY reported 90%+ median correlation on a replicated report | No public pricing | Sales-led | Deliverable-driven |
| Simile | Agents grounded in 2-hour interviews with real people | Individual respondents answer independently | Peer-reviewed study reported 85% accuracy on individual survey responses | No public pricing | Enterprise-only, demo request | Study-style outputs |
| Ditto (FishDog) | 300K+ census-calibrated persona digital twins, 15+ countries | Survey-style; respondents answer independently | Claims 92% statistical overlap with real focus groups, audited by EY across 50+ studies | Free tier (~12 personas); pro reported at $50-75K/yr | Free tier, then sales-led | Survey and focus-group outputs |
| Evidenza | AI copies of hard-to-reach B2B customers | Independent synthetic respondents | Self-reports 88% accuracy across 100+ validations | No public pricing | Demo-led | Research deliverables |
| Qualtrics Edge Audiences | Synthetic respondents inside the Qualtrics platform | Survey respondents trained on decades of real response data | Sells speed (98% faster time to insights) and human+synthetic blends | Enterprise Qualtrics contracts | Sales-led via Qualtrics | Standard survey dashboards |
Choose an enterprise survey engine if...
You need census-calibrated respondents, an audit trail a procurement team will accept, or synthetic panels inside an existing research workflow. Ditto (FishDog) brings 300K+ census-calibrated personas and an EY-audited 92% overlap claim. Aaru is the heavyweight for high-stakes decision prediction, with a $1B valuation and Accenture backing. Simile grounds each agent in a 2-hour interview with a real person, which is the strongest individual-level fidelity story in the category. Qualtrics Edge Audiences wins if you already live in Qualtrics. Evidenza is the specialist for hard-to-reach B2B buyers.
Choose a social simulation if...
Your question is about spread, not just sentiment: which argument wins and how a backlash forms. On a running crowd, posts can go viral after engagement spikes. A pending, finished, failed, or stopped run is not live. Artificial Societies pioneered self-serve social propagation and backs it with published research and a claimed 2.5M+ persona profiles. CrowdProof is the only tool where you watch a running crowd react on the platforms the plan allows. A pending, finished, failed, or stopped run is not live. An owner can score a completed run against a survey or shares they already have. Unscored runs stay unscored. The platform-wide accuracy record is published openly. To be fair about our own gaps: CrowdProof is newer, has a smaller validation corpus than the enterprise players, no independent Big Four audit yet, and no census-calibrated persona base.
Head-to-head comparisons
Frequently asked questions
What is a synthetic audience?
A synthetic audience is a group of AI-generated respondents, usually LLM-driven personas, that reacts to a stimulus such as an ad, product concept, or announcement. CrowdProof's presets are authored mixes, not a census-calibrated panel. Instead of recruiting a human panel over weeks, you get directional reactions without waiting on recruitment. Larger crowds take longer. The best platforms validate their synthetic results against real human responses and publish the match rate.
How accurate is synthetic market research?
Published accuracy claims in 2026 cluster between 85% and 95%, but they measure different things. Ditto claims 92% statistical overlap with real focus groups audited by EY; Simile's peer-reviewed study reported 85% accuracy predicting individual survey responses; Artificial Societies reports 95% opinion distribution accuracy; Evidenza self-reports 88% across 100+ validations; Aaru's EY engagement reported 90%+ median correlation. CrowdProof names survey alignment and known-outcome backtests on /accuracy. Unscored runs stay unscored. When comparing tools, ask what the number measures, who verified it, and whether it updates.
Can AI replace focus groups?
For early-stage directional questions (which message lands, which concept polarizes, what objections surface), synthetic audiences are already a credible first pass at a fraction of the cost and time. Most researchers treat them as a complement, not a replacement: use synthetic crowds to iterate quickly, then confirm the winning direction with a smaller real-human study. Tools that simulate social interaction, such as CrowdProof and Artificial Societies, can show spread on a running crowd. Posts can go viral after engagement spikes. A pending, finished, failed, or stopped run is not live. A traditional focus group cannot observe that at scale.
What does synthetic market research cost?
Pricing spans three orders of magnitude. Buy one CrowdProof simulation for $29: 500 people, 20 rounds, 3 platforms. Monthly plans stay at $39, $99, and $249. Artificial Societies has historically been around $40/mo self-serve. Ditto (FishDog) has a free tier of roughly 12 personas with pro tiers reported at $50-75K per year. Aaru, Simile, Evidenza, and Qualtrics Edge Audiences do not publish pricing and sell through sales teams, typically at enterprise price points.