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Rehearse before recruitment

An AI Focus Group Alternative for Early Product Research

Use multi-agent scenario simulation to challenge concepts, messages, pricing, and research questions before you recruit participants. Keep the source evidence, actor assumptions, and need for human validation visible.

Not a statistically representative survey, customer panel, or deterministic prediction.

Live decision rehearsal

Multi-role reaction path

Inspectable
R1 · Target userreaction
Benefit needs a concrete workflow
R2 · Non-userreaction
Category language creates confusion
R3 · Budget ownerreaction
Proof requirement changes the question
R4 · Research leadreview
Updates the human interview guide
Best used forEarly hypothesis and research design

Direct answers

What should teams understand before they simulate?

Start with the evidence needed for the decision. Use simulation to expose uncertainty, not to hide it behind generated volume.

01

What is an AI focus group alternative?

It is a rapid scenario-rehearsal method that uses generated actors to explore possible reactions before conducting qualitative research with real participants.

  • Use it to widen the hypothesis set and improve a moderator guide.
  • Inspect which assumptions create each response.
  • Do not report generated actors as recruited customers.
02

Which product questions can you rehearse?

Rehearse questions where the team needs early objections and alternative interpretations before spending on recruitment or launch execution.

  • Concept clarity and relevance
  • Positioning, benefit language, and proof
  • Onboarding expectations and switching concerns
  • Pricing explanation and package comprehension
03

When is a real focus group still necessary?

Use a real focus group when lived experience, natural language, group dynamics among actual participants, or traceable human evidence is central to the decision.

  • Sensitive, cultural, accessibility, and local-context research
  • Discovery work where surprise is the objective
  • Claims presented as customer evidence
  • Decisions that cannot tolerate modeled stereotypes

Five-step workflow

How does the simulation move from evidence to action?

Every step leaves something inspectable: the source, the actor assumptions, the reaction path, or the next human check.

  1. 1

    Bring the brief

    Add the concept, intended audience, existing evidence, known objections, and research goal.

  2. 2

    Inspect assumptions

    Review generated actors, relationships, missing groups, and unsupported attributes.

  3. 3

    Rehearse discussion

    Run several reaction rounds and capture disagreements, probes, and interpretation gaps.

  4. 4

    Rewrite the guide

    Turn uncertain claims into sharper screener, interview, and follow-up questions.

  5. 5

    Talk to people

    Use recruited participants to validate what the product decision actually requires.

What should the report give your team?

Useful output makes the next decision or validation step more specific.

  • A broader set of objections and interpretations
  • Missing participant groups and research assumptions
  • Sharper moderator and follow-up questions
  • Claims that need direct human evidence
  • A prioritized qualitative research plan

What can this simulation not establish?

These boundaries apply even when the output looks detailed or consistent.

  • Not a focus group with recruited participants
  • Not customer testimony or a source of verbatim customer quotes
  • Not representative qualitative or quantitative evidence
  • Not a replacement for accessibility, safety, or lived-experience research

Frequently asked questions

What else should teams know?

Does MiroFish recruit focus group participants?

No. MiroFish simulates actors from supplied evidence and assumptions; it does not recruit or interview real people.

Can I use the output as customer quotes?

No. Generated dialogue is simulation output and must not be presented as a quote from a customer or research participant.

What is the main advantage?

The main advantage is fast rehearsal: teams can expose assumptions and improve the research plan before recruitment begins.

What should happen after the simulation?

Review the assumptions, select the decision-critical claims, and validate those claims with an appropriate human research method.

Evidence → actors → reactions → review

Rehearse the decision before the market makes it expensive.

Bring the current evidence, a bounded question, and the assumptions your team is willing to challenge.

Rehearse a product question