The Panelia blog
Research made accessible, calibration, confidence intervals, and practical guides to validate your concepts.
The Panelia blog
- Guide
Testing a price before you set it: a four-step method
Guessing a price is costly both ways: too high and you lose sales, too low and you leave margin on the table. Here's how to test it properly before launch.
5 min read
- Method
Reading a confidence interval without being a statistician
62% purchase intent, fine, but give or take how much? A practical guide to the margins shown on your results, so you stop over-reading a single percentage point.
4 min read
- Credibility
Cheap ≠ less reliable: where the cost of a market study really goes
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.
5 min read
- Method
How an AI reproduces purchase intent without ever asking it for a rating
The scientific idea behind Panelia, made accessible: why asking an LLM for a number doesn't work, and how semantic similarity restores realistic responses.
6 min read