Windfall

The simulation engine. Rehearse on synthetic minds. Perform for real ones.

Here is the economics of knowing your audience in 2026. A focus group costs twenty to fifty thousand dollars, takes four to six weeks to field, gives you twelve people in a room performing for each other, and is unrepeatable: by the time you have revised the message, the moment has moved. A polling wave is broader and slower. A gut check with the team is free, instant, and worth exactly what it costs.

Windfall gives you a third option: a standing, synthetic audience that never sleeps, never performs, and never bills by the hour. Build the people you need to persuade once. Test everything against them forever. Then, when the stakes justify it, take your best two candidates to live research instead of your first eleven guesses.

Windfall does not replace talking to real humans. It replaces wasting real humans on drafts you should have killed at your desk.

Windfall is the stateful package. Personas persist, version, and compound. A TrueAura library after a year of campaigns is not a config file. It is an institutional memory of everyone your organization has ever needed to move, and it is queryable.

Running a simulation

One call. A message, an audience, and the probes you want run.

run = client.windfall.simulate(
    message=draft_v3,
    audience=client.windfall.trueaura.cohort("appropriations_staff"),
    probes=["nectarrewards", "poisonivy", "grapevine"],
    conditions={"mindstate_override": {"total_energy": 0.3}}  # end-of-day read
)

The three probes are the three questions you would ask a perfectly honest focus group, if such a thing existed: what worked, what backfired, and what will you repeat to others?

• What worked? That is NectarRewards, the resonance probe.
• What backfired? That is PoisonIvy, the risk probe.
• What will you repeat to others? That is GrapeVine, the spread probe.

Next namespace: Groundwater. Back to the reference overview.