Production-grade training data for the next wave of AI.
We deliver multilingual, multi-modal annotation, evaluation and red-teaming — backed by domain experts, audit trails and the throughput modern AI teams need.
Outcomes you can expect
- ≥98% gold-set accuracy on production batches
- 12+ supported languages with native annotators
- ISO 27001-aligned data handling and on-prem options
- 24-hour turnaround on standard CV / LLM tasks
Capabilities under this practice
Each capability runs to a defined delivery contract — scope, KPIs, reporting cadence and exit criteria are fixed up front.
LLM & multimodal annotation
RLHF, preference data, instruction tuning, conversational QA, factuality and safety annotation across 12+ languages.
Computer vision labeling
Bounding boxes, polygons, semantic & instance segmentation, keypoints, 3D cuboids and LiDAR / point-cloud labeling.
Model evaluation & red-teaming
Structured eval rubrics, blind A/B comparison, adversarial probing and safety / bias audits aligned to your policy.
Domain expert workforce
On-demand access to MDs, JDs, PhDs, native bilinguals and licensed engineers — vetted for high-stakes labeling.
A clear path from kickoff to scale.
No mystery work-streams. Each engagement runs through the same four phases — adapted to your scope, but never invented from scratch.
- 01
Calibration
We co-design annotation guidelines, golden sets and inter-rater agreement targets before labeling begins.
- 02
Pilot batch
A small batch is delivered within 72 hours so you can validate quality and unblock guideline ambiguities.
- 03
Scaled production
Tiered review (annotator → reviewer → audit) with live dashboards on throughput, agreement and SLA adherence.
- 04
Continuous improvement
Weekly error analysis is fed back into guidelines and golden sets — quality compounds over the program lifetime.
Questions clients usually ask first.
Can you work in our annotation tool?
Yes. We work in Label Studio, CVAT, Scale Studio, V7 and customer-specific tooling, or provide our own platform when useful.
How is data security handled?
Per-program controlled environments, signed NDAs at the worker level, configurable PII redaction, and on-prem / VPC delivery for sensitive datasets.
Do you support multilingual content?
Yes — strongest coverage across English, Simplified Chinese, Traditional Chinese, Japanese, Korean, Bahasa, Vietnamese, Thai, Tagalog, Hindi, Spanish and Portuguese.
Ready to scope a ai data & annotation engagement?
Book a 30-minute call. We'll come back with a delivery plan, team shape and indicative price within one business day.