Three layers.
One judgement.
Machines move fast. Frameworks make data legible. Senior analysts make the call. Urchin runs all three through one architecture, so the answer you receive has been processed at scale, read through a behavioural lens, and pressure-tested by someone who has seen this kind of work hundreds of times.
Each layer does what the others cannot.
Machines do this.
A category contains thousands of keywords, hundreds of brands, dozens of need-states, and a moving competitive landscape. Holding all of it at once is a machine job. We use AI to read at a scale no analyst could match.
Frameworks do this.
Behavioural science decides what is signal and what is noise. Without a lens — the gap between what people say and what they do, the journey from trigger to regret — every dataset is just a pile of facts. The frameworks turn data into meaning.
Senior analysts do this.
Two decades of category instinct tells you when the model is wrong, when the obvious answer is misleading, and when the contrarian read is the right one. Machines do not have this. Frameworks alone do not either. People who have run hundreds of these do.
Most of the market runs one. We run three.
How we read what consumers actually do.
Behavioural science is not a separate section in our reports. It is the lens through which the data is read — from the corpus to the playbook. Three principles do most of the work.
What consumers say they want.
What they reach for in the dark.
Consumers offer the answer that sounds right — thoughtful, considered, socially acceptable. The decisions they actually make are faster, more emotional, and often contradict the survey response. We work in the gap.
Three places the senior layer earns its keep.
Not every report needs an analyst override — but the ones where the AI gets it confidently wrong are the ones that matter most. Three patterns we see again and again.
AI surfaces sustainability as the top driver in reusable period products.
Comfort and rash relief are. Sustainability is the post-rationalisation.
Lead the campaign with comfort. Reach for sustainability second.
When the model surfaces a finding that contradicts category reality, the analyst layer catches it before delivery.
The data shows what; the analyst layer decides what it means and what to do about it.
The headline finding of every report is a human call — made by someone who has run this kind of work hundreds of times.
Same data. Different judgement.
A real category, a real research question, the kind of moment where the layer is the difference between a campaign that works and one that misses the actual driver entirely.
What is the dominant driver of consumer switching in this category?
Sustainability.
Sustainability, planet impact, and conscious living are the most-discussed themes across content, social, and brand-led conversation. The summary writes itself.
Rash.
The dominant driver is physical discomfort with disposable products — rash, irritation, leakage. Sustainability is the post-rationalisation consumers offer for a switching decision they made for a different reason. The campaign should lead with comfort. The product brief should solve for fit. Sustainability is the supporting story, not the headline.
The person reviewing your report at the end is the same person you spoke to at the start.
Every Urchin output is reviewed by senior research practitioners with twenty-plus years of category-level consumer-insight experience — the kind built across global research firms and behavioural-science consultancies. Not a junior on the bench. The person who took your brief.
- —No ghost-written reports.
- —No hand-offs to junior staff.
- —No template-driven deliverables.
- —No outsourced analysis.
Talk to one of the analysts.
The judgement layer isn’t a feature. It’s the conversation that begins every engagement.