Flagship · CrowdOS

Population intelligence for teams who still owe the truth.

Ask a question. Hear back from a census-grounded crowd. Then decide whether you still need to field the survey.

CrowdOS is Motif Motion’s flagship: a synthetic society of census-calibrated agents that deliberate, vote, and disagree.

Marketers do not need another autocomplete for slogans. They need a way to hear how a population might split — before a four-week field window, between waves, or when the question is still being written. That is the job CrowdOS is built for.

It is not a focus-group actor reading a persona card. CrowdOS is a synthetic panel, instrumented against sycophancy — language-model agents otherwise collapse into agreeable consensus. 93.3% Pew parity · 24 markets · 4,000+ archetypes.

CrowdOS is a synthetic panel: census-calibrated agents that disagree like a real one.
What you can do with it

Useful work, without invented lift.

01

Pressure-test the question.

See where wording splits a crowd before you lock a questionnaire. Cheap iteration is the honest advantage of a synthetic panel.

02

Hear disagreement, not consensus theatre.

We treat disagreement as a signal to keep. If every agent loves the idea, the panel is probably flattering you.

03

Then decide if you still field.

Use CrowdOS to narrow options. Field a survey when you need an instrument of record. We wrote the comparison down.

Synthetic research vs surveys →

The figures we will stand next to.

  • 93.3% Pew parity · 24 markets · 4,000+ archetypes.
  • Open evaluation — MM-TR-002 publishes the parity metric and a sycophancy stress test so another system can be run through the same procedure.

Read MM-TR-001 →

Questions we hear

Direct answers.

Does CrowdOS replace surveys?

CrowdOS is the synthetic panel for the questions you want answered before you field.

Is this a chatbot with personas?

A persona prompt is not a population. CrowdOS is a synthetic panel with published evaluation. Motif Motion is an applied AI lab, not an agency wrapping a general model in brand voice.

How do we start?

Use the product at crowdos.ai (API and MCP are part of how it ships). For a lab conversation — research, partnership, or whether CrowdOS fits your brief — write to us.

Keep reading

Related pages.

Next step

See the product, or talk to the lab that measures it.

CrowdOS is live. Motif Motion is the Singapore lab behind the calibration work.