Published · Company documentation and reported results.
What would change if you switched?
Qualtrics describes a proprietary model trained on survey responses. Its documented panel covers the US general population in English. Subscription credits. Edge Qualtrics Audiences credits through an account executive. A replacement needs to fit the question you are studying, the data you can supply and the outputs you need. The table gives the documented starting point for each product.
Other synthetic respondents tools
| Product | Research use | Data inputs | Access |
|---|---|---|---|
| Delve AI Synthetic Users | AI-generated participants for surveys, interviews and product-concept feedback. | The provider connects its synthetic-user offer with its customer-persona products. | Subscription. Advertised from US$99/month for 100 synthetic users; confirm inclusions. |
| Synthetic Users | Persona-based research studies, interviews and surveys with developer API access. | The documentation describes synthetic personas generated from audience definitions. | Platform and API. Confirm current plan with provider. |
| Toluna Synthetic Personas | Synthetic survey-taking personas for screening claims, ideas, flavors and brand messages. | Toluna describes anonymized first-party panel data as the basis for its synthetic personas. | Contact sales. Discuss scope with provider. |
Delve AI Synthetic Users
The workflow starts by selecting personas, setting a target audience and choosing a panel size. The supplier also documents filters for segmenting a panel by attributes such as location and distribution. Delve AI documents qualitative and quantitative studies using questions and uploaded materials, with follow-up questioning available after a response. The product walkthrough describes responses organized into analytics, transcripts, themes and reports, alongside persona-level reports.
Public workflow guidance, not a benchmark result: The supplier materials used for this profile describe inputs, panel generation and research outputs, and recommend validation and cross-checking. They do not state a numerical accuracy result or study design for Delve AI Synthetic Users. The public material describes the workflow and its limits. It does not report how closely responses match a target population or predict outcomes.
Delve AI states that real users can provide unexpected feedback and that qualitative research with actual users remains the more reliable way to understand authentic audience behavior. The supplier's guidance explicitly cautions against basing critical product or marketing decisions on synthetic data alone.
Compare with Qualtrics · Original product source · Method and evidence sources
Synthetic Users
Synthetic Users documents audiences containing demographic, psychographic, behavioral and contextual traits. Synthetic users are created from those audience definitions and carry identity, personality and context into a study. The provider describes conversational interviews based on study goals, including dynamic follow-up questions, transcripts and theme extraction. It also documents questions asked across all interviews in a study. The documented analysis path moves from individual responses to summaries, knowledge graphs, reports and follow-up analysis. Complete studies and summaries can be exported from the documented workflow.
Public workflow documentation, not a benchmark study: The documentation reviewed describes how to configure audiences, conduct studies and generate analysis. It does not state a public hold-out evaluation, numerical accuracy result or comparative validation design for the platform's synthetic research outputs. The material describes the research workflow and its settings. It does not report response accuracy or decision performance.
The provider says that responses are based on the persona and study context. The scope and quality of the audience definition, supplied material and interview design therefore remain central to how an output should be read. The public documentation explains functionality and analysis but does not provide a benchmark that would support a general claim about accuracy or population-level validity.
Compare with Qualtrics · Original product source · Method and evidence sources
Toluna Synthetic Personas
The supplier documents Synthetic Personas as survey respondents used to evaluate creative, claims, ideas, flavors, product attributes and brand messaging in its automated test products. Toluna's Claims Test Instant announcement describes using multiple MaxDiff exercises within a survey workflow. Its creative-testing product documents quantitative results for advertising stimuli.
No product-specific performance result in the sources listed here.
Toluna describes Synthetic Personas within several automated research products. Claims Test Instant and Creative Pre-Test Instant use different exercises and outputs; their product descriptions define the scope of those workflows.
Compare with Qualtrics · Original product source · Method and evidence sources
Other approaches to the same research question
These tools share a documented use case with Qualtrics, but use a different broad method. Their study design and data requirements need a separate comparison.
- Aaru Behavior simulation — Audience simulation. Population simulations for product, pricing, messaging and strategic decisions.
- Electric Twin Synthetic audiences — Audience simulation. An audience workspace for asking new questions of models built around customer research.
- Fairgen Twins — Digital twins. Simulated respondents from partner audiences or your own quantitative and qualitative research.
Qualtrics Synthetic Panels method and evidence · Plan a comparison using your own study · Editorial standards