Clients
We work under NDA with most of our clients, so names stay private. What we can share are the sectors, the problems and the numbers.
Sectors
Document extraction for underwriting, fraud-signal labelling and KYC pipeline entry.
Clinical form digitisation, imaging annotation and coding review by qualified staff.
Catalogue enrichment, shelf vision datasets and search relevance judgement.
Manifest and bill-of-lading capture, warehouse vision and route-event tagging.
LiDAR cuboids, sensor-fusion sequences and edge-case scenario mining.
Instruction data authoring, preference ranking and safety red-teaming at scale.
Case notes
A European lending platform was pushing raw OCR into its underwriting model. We rebuilt the ground-truth set with double-keyed entry across 240,000 pages and introduced a gold-set audit loop.
99.6% field accuracy
A robotics team needed labelled night and adverse-weather sequences their existing vendor kept rejecting. A dedicated 24-person pod delivered in eleven weeks.
0.94 mean IoU on audit
Calibrated raters with rubric training and continuous agreement monitoring, replacing an unstable crowd-sourced panel.
0.81 rater agreement
In their words
“The quality report that ships with every batch changed how we review vendors. We stopped guessing whether the data was good.”
“They pushed back on our annotation guideline before writing a single label. That one workshop saved us a re-run of the whole set.”
Send us a spec, a schema, or a handful of raw files. We return a pilot batch of 1,000 records with a quality report within five working days — free of charge.
info@betalen.in