Synthetic Users is broad: audiences, studies, AI interviews, follow-ups, summaries, knowledge graphs, and reports. Replacing it starts with admitting which of those things you actually use.
If all you need is a standardized purchase-intent distribution, a broad discovery platform may be overkill. If you need human stated intent, no synthetic platform is a true substitute. Let's keep the job titles straight.
The short answer
Key takeaways
- PaperPMF fits a fixed one-product synthetic screen. Synthetic Respondents and SSR-based tools fit broader synthetic survey work.
- PickFu, SurveyMonkey, and Qualtrics fit different levels of human research.
- Stay with Synthetic Users when iterative interviews and connected analysis are the point.
What you're replacing
Synthetic Users currently supports multiple audiences and studies, several solutions, generated interviews, follow-up questions, summaries, knowledge graphs, reports, and attached context. Its own product material also discusses grounding with customer data.
That's closer to a synthetic research workspace than a single-purpose scoring tool. If your desired output is one number and a few reasons, simplify. If your desired output is an evolving body of discovery, don't amputate the useful parts.
Sources: Synthetic Users: Core Concepts, Synthetic Users: Generating Reports and Insights, Synthetic Users: Study Summaries
Alternatives by result
| Need | Option | Evidence source |
|---|---|---|
| One fixed intent screen | PaperPMF | Generated personas |
| Custom synthetic survey | Synthetic Respondents | Generated respondents |
| SSR implementation you control | Open SSR package | Your own model workflow |
| Quick human feedback | PickFu | Recruited panel |
| Structured human concept test | SurveyMonkey LaunchPad | Contacts or purchased panel |
| Large research program | Qualtrics | Configurable human research |
| Managed innovation testing | Ipsos InnoTest | Research service and modeled analysis |
Sources: Synthetic Respondents, Ipsos: InnoTest with Synthetic Respondents, SurveyMonkey LaunchPad: Product Concept Testing, PickFu: Who are PickFu's respondents?, Qualtrics: Concept Testing Program, Semantic Similarity Rating open-source package, PaperPMF methodology
PaperPMF for the fixed question
PaperPMF is a decent swap when your entire brief is: “Give this one DTC product concept a repeatable synthetic purchase-intent screen.” It prepares the stimulus, generates personas, asks twice for natural-language reactions, and turns the text into five-point distributions.
It doesn't offer iterative interviews, connected study workspaces, or several solutions in one study. That's either refreshingly focused or obviously insufficient.
Sources: PaperPMF methodology, PaperPMF recorded sample report, Semantic Similarity Rating open-source package
Human tools aren't a downgrade
Choose PickFu when you need quick human polls. Choose LaunchPad for formal human concept testing. Choose Qualtrics when study complexity and organizational control are real requirements. A model can't provide lived experience, actual category use, or genuine willingness to pay.
Synthetic research can help decide which question is worth asking humans. It can't make humans obsolete just because recruitment is annoying.
Sources: PickFu: Who are PickFu's respondents?, SurveyMonkey LaunchPad: Product Concept Testing, Qualtrics: Concept Testing Program
The fastest decision rule
Need to probe? Stay with Synthetic Users. Need to score one concept? Look at PaperPMF. Need a person who has lived the problem? Recruit people. Need real demand? Ask for real behavior.
Sources: PaperPMF methodology
Sources and verification
Product details are based on official documentation reviewed on August 4, 2026 unless noted. Features and pricing can change; verify them with the provider before making a purchase.
- Synthetic Users: Core Concepts — Official product documentation; vendor-reported, reviewed 2026-08-03.
- Synthetic Users: Generating Reports and Insights — Official product documentation; vendor-reported, reviewed 2026-08-03.
- Synthetic Users: Study Summaries — Official product-branded results page; vendor-reported, reviewed 2026-08-03.
- Synthetic Respondents — Official product page; vendor claims, reviewed 2026-08-03.
- Ipsos: InnoTest with Synthetic Respondents — Official product page; vendor claims and limitations, reviewed 2026-08-03.
- SurveyMonkey LaunchPad: Product Concept Testing — Official product page; vendor-reported, reviewed 2026-08-03.
- PickFu: Who are PickFu's respondents? — Official documentation; vendor-reported, reviewed 2026-08-03.
- Qualtrics: Concept Testing Program — Official documentation; vendor-reported, reviewed 2026-08-03.
- Semantic Similarity Rating open-source package — Primary implementation source.
- PaperPMF methodology — Product methodology and limitations.
- PaperPMF recorded sample report — Recorded example report, not a customer case study or accuracy proof.
