Cheap ≠ less reliable: where the cost of a market study really goes
By The Panelia team5 min read
A traditional study costs €10,000, a Panelia study a few euros. What changes isn't rigor, it's the cost of production. A line-by-line breakdown.
"If it's that cheap, it must be worse." That's objection number one, and it's a fair one. Let's take it seriously by looking at where the money actually goes in a traditional market study.
The bill for a traditional study
On a €10,000 budget, most of the money doesn't fund the method. It funds the human logistics:
- Panel recruitment (~45%): finding, qualifying, and screening the right respondents.
- Incentives (~20%): compensating participants for their time.
- Logistics & fieldwork (~15%): platform, management, follow-up, reminders.
- Manual analysis (~20%): cleaning, coding, aggregating, formatting.
Scientific rigor (sampling, measurement, confidence intervals) accounts for only a fraction of the cost. The bulk is production friction.
What collapses with a synthetic approach
Panelia relies on synthetic respondents generated and scored by AI using a published method. As a result, the heaviest line items disappear:
- No recruitment: the population is generated on demand, with forced diversity and quotas.
- No incentives: no panelist to compensate.
- No fieldwork logistics: everything happens in a few minutes of compute.
- Instant analysis: aggregation, segments, and verbatims are produced automatically.
What remains is the compute: a few cents of model and embeddings. The method itself doesn't budge.
Rigor doesn't drop, it's on display
This is the essential point. Cutting the cost doesn't mean cutting reliability, on one condition: measure and show that reliability.
- Every study shows confidence intervals, never an "exact" number stripped of context.
- A reliability score (A/B/C) reflects the category's calibration density and the panel size.
- The method is continuously calibrated on real human data, and the gap is published.
An honest product doesn't erase its uncertainty: it exposes it. That's precisely what makes it credible.
The right instinct
Low pricing hides no compromise. It reflects a change in cost structure. So the real question isn't "is it worse because it's cheaper?". It's "is the displayed reliability good enough for the decision I have to make?".
To screen ten concepts, pre-test a message, or compare five prices: more than enough. For an eight-figure call: keep fieldwork too. Panelia will tell you so itself, rather than hiding it.