FIG 03Quality system

Measured quality or it didn't happen.

Every claim below is a process we run, not a promise. This is the method behind the data you receive.

01Gold sets

Gold sets

Every project starts with a reference set annotated by senior QC. The gold set fixes what a correct label looks like for your schema before any production work begins.

Analysts qualify against it, and it stays in circulation afterwards as the yardstick for drift.

02Dual annotation & IAA

Dual annotation & IAA

A sample of every batch is independently double-annotated. Two analysts work the same items without seeing each other's output.

We report Cohen's Kappa per batch, so agreement is a number you can track across a project instead of a claim you have to take on trust.

03Error taxonomy

Error taxonomy

We maintain a documented classification of domain-specific failure modes. Occlusion, identity switching, boundary disputes and similar categories each have a definition and examples.

Errors are filed against that taxonomy, and the resulting distribution drives training and review priorities.

04Batch QA reports

Batch QA reports

Every delivery ships with per-batch metrics and error-trend notes. You see what was measured, what was corrected, and where the batch sits against previous ones.

The report is the deliverable, not a summary of it.

05People & security

People & security

Every analyst signs an individual NDA. Client footage is access-controlled and segregated between projects.

Training runs through our internal academy with a certification exam. Analysts reach production work only after they pass it.

TBL 01Batch report format
Illustrative sampleFormat only · not client data
Illustrative sample of the per-batch quality report format: batch, items, inter-annotator agreement, first-pass accept rate and notes. Not client data.
BatchItemsIAA (κ)First-pass acceptNotes
B-0144,8200.9397.1%Baseline batch
B-0155,1400.9195.8%Occlusion-heavy period
B-0164,9600.9497.6%Post-review calibration
B-0175,3200.9598.0%Stable

The numbers above are placeholders that show the shape of a delivery report. Your own batches report against your schema and your accept criteria.

Your hardest two minutes. Our 72 hours. Free.

Request the free pilot

Under NDA. No commitment.