Training data your model can learn from
Vetted domain experts generate, label and review the data that frontier models and agents train on.
- 01 Generate: experts write the data
- 02 Label: the rubric is applied
- 03 Review: checked against the rubric
- Training-ready data
Expert data at MENADevs
A full data pipeline, from generation and labeling to training and review, run by people who know the domain.
From brief to training-ready data
- 01Scope and spec
We agree the task, the rubric and the acceptance criteria with you before any data work begins.
- 02Generate
Domain experts write prompts, responses, demonstrations and reasoning traces for the task.
- 03Label and annotate
Annotators apply the rubric across your data, with prompt engineering where the task needs it.
- 04Review and deliver
Reviewers check the work against the rubric, then we deliver it in the format your training run expects.
Why teams use us for data
The people, the pipeline and the management come from one firm.
Domain experts
The work is done by vetted engineers and domain experts, not an anonymous crowd.
One pipeline
Generation, labeling, training and review sit under one roof.
Coding and data science
Depth in the high-value domains where frontier models are pushed hardest.
Managed for you
We staff, train and manage the workforce. You get one point of contact.
Fine-tuning and Geographies
- Who it is for
- AI labs and enterprise AI teams
- What you get
- Prompt and response pairs, labels and annotations, reasoning traces, expert demonstrations
- Domains
- Coding and data science, plus other domains on request
- Workforce
- 150+ engineers
- Track record
- 125+ projects for 25+ partners and clients