01How does the pilot work?
After a scoping call we propose a fixed-fee pilot on a representative sample, typically 500 to 2,000 images, clips or documents. We write the guideline, label the set and return it with a full QA report in about a week. The pilot fee is credited against your first production order, and the production quote is based on the throughput we measured.
02Do you work in our annotation platform?
Yes, and we prefer to. Your data stays in your environment and you see progress in real time. We work in CVAT, Label Studio, Labelbox, Encord, V7, SuperAnnotate, Supervisely and others. If you have no tooling, we host a private CVAT instance for you.
03How do you measure quality?
Against a gold set we build with you during the pilot. Each batch is scored with the metric that matches the task (IoU for boxes, Dice for medical masks, kappa for text, WER for speech) and the numbers are in the report, per class.
04What happens to our data?
It is accessed only by the named people on your project, on managed workstations with no external storage. We sign your NDA or DPA, and delete all copies at the end of the engagement with a written confirmation.
05How fast can you scale?
Projects start with a core team that learns your guideline in depth. We scale by adding annotators who are trained and certified on your gold set first, so growth does not dilute quality.
06How is pricing calculated?
Per object, per asset, per audio hour or per annotator-hour, whichever matches how your task varies. The pilot gives us real throughput numbers, so the quote you get is grounded in your data.