A population, not an avatar
Thousands of individuals with distinct profiles, attitudes and behaviours, not a handful of generic characters.
Product overview
HumanONE gives marketing and insights teams a population of thousands of virtual respondents, calibrated on real data from their market, that they can question at any time.
What is a synthetic human?
A virtual respondent, generated by AI and calibrated on real-world data, that answers your questions the way a real consumer in your market would.
Thousands of individuals with distinct profiles, attitudes and behaviours, not a handful of generic characters.
Demographics, consumption habits and local culture, all calibrated on census, panel, retail and your own data.
Concepts, pricing, ads, packaging: run as many questions and waves as you need, whenever you need them.
The challenge
The market demands faster, cheaper and deeper insight. Classic approaches hit a wall.
4–8 weeks
From brief to results, often too slow for timely decisions.
From scratch
Recruitment, fieldwork and incentives for every study. Many studies never get run.
Out of reach
Urban youth, niche segments and engaged fans are rare and expensive to recruit through panels.
The result: decisions made with less data, too late, and at a cost that makes continuous testing impossible.
What changes
Typical benchmarks for a synthetic research programme, to be validated against your specific scope.
A synthetic population, not a few personas
HumanONE reproduces a whole population at once, so every individual is plausible and the population as a whole is representative.
Isolated personas
Profiles are improvised one at a time, so absurd combinations slip through: a 14-year-old retiree, an executive with no income. The whole set represents no one.
A coherent population
Real distributions and correlations are respected together. Every individual is plausible, and the population as a whole is representative.
Archetypes drawn from a 20-profile synthetic study of Moroccan households. Each one stands for thousands of individuals in the population.
Archetype 1
Rural and traditional. Complex household management, strong local solidarity networks, cautious with anything unfamiliar.
“We do with what God gives, but we must be careful. The neighbour, you know them; the rest, you don’t.”
Archetype 2
Neighbourhood entrepreneurs working in small or informal businesses. They manage cash flow tightly and protect their financial independence.
“Give me the number, not the poetry. If you don’t separate the money, you lose yourself.”
Archetype 5
Students and young workers: ambitious, digital-first, constrained by family budgets, and always comparing prices.
“I check at least two or three pages before buying, otherwise I regret it. Give me clear options and the final price.”
Portraits are illustrative visualisations of synthetic archetypes, not real respondents.
| Criterion | Traditional panels | In-house LLM personas | HumanONE |
|---|---|---|---|
| Speed | No | Yes | Yes |
| Cost efficiency | No | Yes | Yes |
| Representativeness | Yes | No | Yes |
| Reproducibility | Limited | No | Yes |
| “What-if” simulation | No | Limited | Yes |
| Methodological traceability | Yes | No | Yes |
A 30-minute walkthrough of a synthetic population working on your category, in your market.