Gold-standard benchmarks
Held-out sets, refreshed, never seen as production work.
Measured, not asserted
Quality and Audit Framework
Gold sets, agreement metrics and an immutable trail — so quality is a number you can check.
If You Cannot Measure It, It Is a Claim
"High quality" is worth nothing without a definition and a measurement. Every programme starts by agreeing what quality means for that task, how it will be measured, and what happens when a batch falls short.
What Is Included
Inter-annotator agreement
Reported per class, per batch, over time.
Sampled audit
Independent review at an agreed rate.
Error taxonomy
Errors classified so causes can be addressed.
Acceptance thresholds
Written criteria that decide whether a batch ships.
Immutable audit log
Who did what, when, and under which guideline.
How We Work
- Definition first What counts as correct is agreed before production.
- Continuous measurement Quality is measured during, not after.
- Rework is normal Batches below threshold are reworked at our cost.
- Reported openly You see the same numbers we do, including the bad ones.
The Controls Behind It
- Blind sampling Auditors do not know which batch or annotator they are reviewing.
- Auditor calibration Reviewers are measured too.
- Tamper-evident logs Records cannot be quietly edited.
- Retention on request Audit history retained for as long as your policy requires.
Ready When You Are
Tell us what you are building and we will come back with a plan, a sample and a price.