ai cohorts // new · premium

Meet the market
before you build.

Pitch an idea to a synthetic cohort of thousands of simulated people across 1,000 regions, grounded in live X sentiment, and read demand, pricing and product–market fit as a distribution. Under a minute per run.

regions simulated1,000Region and segment cells, each with its own reaction.
respondents per run~5,000Synthetic personas grounded in live sentiment.
time per run<60 sIncluded with Premium, five runs a month.
how it works // a cohort becomes a distribution

A spread, not a single opinion.

The cohort drops through the board and lands across five reactions. Point at a bin to see its share and count from the example run of 4,860 respondents; press space to rerun.

Fig 1 · example run: 34% would adopt now, 31% interested, 18% neutral, 12% skeptical, 5% would reject; market fit 82. Individual bounces are illustrative.
the problem // guesswork

Most ideas die from guesswork.

Founders build for months on a hunch and then discover nobody wanted it. Traditional validation is too slow, too expensive and too shallow to catch it in time.

01

Surveys are slow

Weeks to recruit, run and analyse, long after you have committed to building.

02

Research is expensive

Quality panels and interviews cost thousands, so most founders skip them.

03

Friends are polite

“That is a great idea” is not demand. You need honest reactions from the actual market.

how it works // four stages, under a minute

From live signal to a verdict.

01 · Listen to X
~5 s

Grok reads how people talk about the problem right now: the wants, the complaints, the skepticism.

02 · Build the cohort
~10 s

Thousands of personas with a region, income, occupation and tech comfort, grounded in that live signal.

03 · Pitch 1,000 regions
~30 s

Every region and segment cell reacts: adoption, willingness to pay, the questions asked and the reasons to hesitate.

04 · Consolidate
~5 s

About 5,000 responses are aggregated into one fit score with a confidence level, strongest and weakest markets and a price.

why it is realistic // four checks

Built to behave like the people you are building for.

01

Grounded in real conversation

Cohorts are anchored to live public sentiment on X, so reactions track what people are saying today, not a static template.

02

Genuinely diverse

Regions, income bands, occupations and tech comfort all vary. A founder in São Paulo and a retiree in Osaka do not react the same.

03

A distribution, not a sample

One opinion is noise. The model runs 1,000 region and segment cells and reports the spread, so you see where the fit is strong and where it is not.

04

Captures the why

Validation is about objections and willingness to pay. Cohorts surface the top reasons people hesitate and what each market would pay.

compared withtraditional researchai cohort
Time to results2–6 weeksUnder 60 seconds
Cost$2k–$20kIncluded with Premium
ReachA few hundred people1,000 regions
DepthMultiple-choice answersObjections, pricing, quotes
Before you buildRarely; too slowAlways
the output // five parts

A market you can interrogate.

Not a single number. A picture of who would adopt it, what they would pay and why they would hesitate.

  • 01
    Fit scoreA 0–100 verdict with a confidence level, so you know how much to trust it.
  • 02
    Region heatmapWhere the idea lands and where it does not, region by region.
  • 03
    Willingness to payA recommended price and what each market would pay per month.
  • 04
    Top objectionsThe reasons people hesitate, with suggested ways to resolve them.
  • 05
    VoicesRepresentative quotes and the questions the market is already asking.
cohort verdict // example4,860 respondents · live x signal
market fit82strong fit · 91% confidence
Share of respondents who would adopt or are interested, weighted by segment size.
response distribution
Would adopt now34%
Interested31%
Neutral18%
Skeptical12%
Would reject5%
a voice from the cohort

“I would switch if it integrated with my existing tools. What does onboarding look like?”

Priya, 31 · product manager · Bangalore
start // premium

Stop guessing. Simulate the market.

Every simulation also enriches a shared signal layer, so cohorts in the same space get sharper over time. Premium includes five runs a month; extra runs are $9.99 each.