A small evidence base is better than a large invented one.

Every number keeps its population and limitation. Records enter this index only after the primary source has been retained and read.

Inspect the records Open the JSON

One verified record at launch. The count grows only when the evidence does.

Current record

One number, with its boundaries attached.

This is not evidence about every law firm. The source population is materially smaller than Margo Legal's target segment.

14%self-reported AI adoption

SRA small-firm research

Sole practitioners and firms with up to four partners

The research covered firms with annual turnover below four hundred thousand pounds. Fieldwork ran from October 2024 to January 2025.

Limitation: the sample is not representative of firms with 20 to 100 fee earners, adoption was self-reported and the market has changed since fieldwork.

Read the primary source

Machine-readable contract

Every record uses the same fields.

identifier and category
data point and population
fieldwork date
source URL
verification status
limitations and verification date

What is excluded

No aggregate without its source.

A secondary summary, unattributed benchmark or model-generated statistic cannot enter the verified collection. Pending records stay outside the public index until their primary source is checked.

Read the practical guides