Primwright Enterprise
Taxonomy & Evaluation-Guideline Design
Founder-led engagement · Paid discovery · English / Arabic
Before you label anything at scale: a taxonomy, worked examples, and a guideline document — designed with you, led by our founder.
What it is
Name the categories before you count them.
Most labeling projects fail before the first label — in the taxonomy. Categories overlap, edge cases are unruled, and three annotators read the same guideline three ways. This engagement fixes that up front.
Led directly by Primwright’s founder: we study your item corpus and business goal, propose a taxonomy with definitions and hierarchy, write positive and negative examples for every category, label a sample against it, and deliver the annotation guideline document — the same guideline discipline our books teach, applied to your problem.
Deliverables
What you receive
- Proposed taxonomy: definitions, hierarchy, per-category examples
- Annotation guideline document (versioned) with edge-case rulings
- Labeled sample demonstrating the taxonomy in practice
- Handoff note: what production labeling would require, quoted separately
Process
How a pilot works
Corpus review
We study a sample of your items and your business goal, and agree the task definition in writing.
Taxonomy draft
Proposed categories, definitions, and hierarchy — reviewed with you, revised against your edge cases.
Guideline and examples
The written guideline: positive and negative examples per category, documented rulings for edge cases.
Labeled sample
A sample labeled against the guideline, so you can see the taxonomy working before committing further.
Scope and limits
What this service does not include — stated up front, so there are no surprises in scoping:
- A design engagement — production labeling is scoped and quoted separately.
- Led by the founder personally, so availability is limited and scheduled per engagement.
- English and Arabic only; no regulated data.
Related services
Next step
Start with a scoped pilot.
Tell us about your project. We review every inquiry against our scope — if it’s a fit, we schedule a scoping conversation.