Services
Every engagement is run by a named delivery lead with a published quality threshold, an agreed unit price and a weekly report. No hourly billing for work you can't inspect.
Keyed-from-image and keyed-from-audio entry for documents that OCR alone cannot handle.
Pixel-accurate labelling for detection, segmentation and tracking models.
Structured supervision for classifiers, extractors and instruction-tuned language models.
Time-aligned transcription and metadata for ASR, TTS and voice-assistant work.
Human judgement layered on top of your model outputs, with calibrated raters.
Turning messy operational exports into training-ready tables.
Model ecosystem
We are model-agnostic. The same corpora, evals and preference data are delivered in the format each provider expects.
Fine-tuning sets, evals, tool-use traces
Constitutional/safety rating, long-context QA
Real-time and social-data curation, red-teaming
Multimodal image, audio and video supervision
Open-weight SFT and DPO preference corpora
Reasoning, code and multilingual datasets
Data & platform practice
Beyond labelling, our engineering practice builds the analytics, governance and cloud infrastructure that keeps your data usable.
Reporting and decision layers built on top of the data we clean for you.
Applied modelling from feature engineering to production monitoring.
Governed master data with identity resolution across every source system.
Infrastructure-as-code pipelines on AWS CDK, Azure and GCP.
Engagement models
Most clients start with a project and graduate to a dedicated pod once volumes stabilise.
Pilot
Free
1,000 records
Project
Per unit
Fixed scope, fixed rate
Dedicated pod
Monthly
5–50 specialists
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