PopulaiFrequently Asked Questions
Honest answers to the questions that matter.
Is this predicting what people will do?
No. Populai does not predict behaviour or forecast outcomes. It explores how a population of perspectives might judge a decision under specific constraints. This is perspective coverage, not prophecy. The value is in surfacing disagreement, resistance, and fragility early, not in claiming to know what will happen.
Are these real people?
No. Each run uses a panel of up to 40 AI-modelled stakeholder archetypes, and the population view is derived from that panel, weighted by how much of the population each archetype represents. They are not real individuals, and their responses should not be treated as empirical data. They are a thinking tool, not a sample.
Can this replace talking to customers?
No. Populai is not a substitute for direct engagement with real people. It sits upstream of customer research, helping you stress-test assumptions before you commit resources to validation. Use Populai to identify what to ask, where resistance might form, and which risks deserve investigation. Then talk to real people.
How accurate is this?
Accuracy is the wrong frame. Populai does not claim to be accurate in the predictive sense. Its purpose is to expand your exposure to perspectives you might not otherwise encounter, and to surface resistance patterns before commitment. If the population judgment stabilises quickly and clearly, that is useful information. If it does not, that is also useful information. Both tell you something about the decision.
When should I not use Populai?
Do not use Populai for low-stakes decisions where the cost of being wrong is trivial. Do not use it when you already have access to the real population you need to reach. Do not use it as a substitute for domain expertise. And do not use it if you are looking for certainty, Populai expands perspective, it does not collapse it into a single answer.
What does the signal actually mean?
The signal, Go, Fix, Kill, or Hold, reflects how the synthetic population judged your decision. Go means support stabilised. Fix means there is support, but significant resistance or confusion that warrants adjustment. Kill means opposition dominated and did not resolve. Hold means judgment did not stabilise clearly in any direction. None of these are instructions. They are inputs to your judgment, not replacements for it.
Signal Interpretation
Why synthetic personas instead of real research?
Real research is slow, expensive, and often unavailable at the moment of decision. Synthetic personas offer immediate, broad perspective coverage when real feedback is inaccessible. They help you think through resistance before you encounter it, and identify gaps in your reasoning. This does not replace research, it prepares you to do research more effectively.
Does Populai predict how my LinkedIn contacts will behave?
No. Uploaded contacts are transformed into anonymised structural attributes, role, function, seniority. Populai does not simulate individual opinions or behaviours. Your network provides the shape of the audience, not the views of named individuals. No behavioural inference, no personal profiling, no individual targeting.
Does the Regional Impact Map forecast real-world performance?
No. The map applies structured contextual factors, regulation, labour dynamics, digital maturity, procurement norms, to your decision signal to highlight potential sensitivity across regions. These are deterministic adjustment rules with explainable factor deltas, not predictive models. The output shows how structural conditions may alter the decision landscape, not what will happen.
Is personal data stored?
Email addresses are not stored. Contact data uploaded via LinkedIn CSVs is used only to extract structural attributes (role, seniority, function) for persona generation. Original contact data can be deleted at any time. No individual profiles are retained, and no behavioural inference is performed on named individuals.
Quick Reference
PERSPECTIVE
Not prediction
SYNTHETIC
Not empirical
UPSTREAM
Not replacement
"Helps you think better. Does not think for you."
"Populai helps you think better. It does not think for you."