Best Quality Listz · Specification drafting

Specifications first, records second.

The starting point is the audience, described plainly enough to measure. Matching produces confident pairs and probable ones, and only the first are treated as matches. Columns without a written meaning are left out rather than shipped undocumented.

Format handover

Delivery in the structure your systems already accept, tested on a sample so nothing needs reworking afterwards.

Sample review

A small extract produced and inspected against the brief before the full selection is run.

Role inference limits

Saying which seniority judgements come from a stated title and which are guesses we declined to make.

Send a sample and we will tell you what we would change about it.