Align the brief
Define the data scope, annotation schema, edge cases and acceptance criteria together.
The standard / 02
We make complex data work legible: align the rules, prove them on a pilot, review each layer and then scale what works.
From pilot to production
You see the standard on real data before committing to volume. Every stage has an explicit handoff.
Define the data scope, annotation schema, edge cases and acceptance criteria together.
Test guidelines on a controlled batch. Your team reviews the output and we refine it.
Annotator pass, senior review and independent audit sampling keep quality visible.
Increase throughput against the approved standard without restarting the process.
The quality loop
Native-language reviewers, documented edge cases and clear checkpoints turn individual decisions into a repeatable operating system.
Production standard / 03 layers
Wondering what these steps produce? Follow one fictional item from input to review decision and example delivery record.
See the illustrative pilotReady for a pilot?