Azmaval vs Scale AI
Scale AI sells managed data labelling and evaluation to enterprises, with pricing by quote. Azmaval is self-service: you bring a file, set the pay and the review rules, and see the results.
The short version
Scale AI runs large managed labelling programmes with its own workforce and account teams. Its enterprise pricing is by quote, and it also offers a self-serve option billed by usage.
Azmaval is built for teams that want to start without a sales call or a minimum: paste a file, choose how many reviewers see each sample, and keep control of who reviews. It fits small and mid-sized projects and languages that large programmes do not prioritise.
Side by side
Competitor details are from their public documentation, checked on 22 October 2026. Products change, so check their pages before you decide.
| Scale AI | Azmaval | |
|---|---|---|
| How you buy | Enterprise quote, or self-serve usage billing | Self-service, no sales call |
| Who labels | Scale's managed workforce | Reviewers you invite, vetted reviewers on the platform, or just you |
| Set-up effort | Scoped with an account team | Paste a file, check the preview |
| Control over reviewers | Managed for you | You choose who joins, and see accuracy and lineage |
| Scale | Very large programmes | Up to 20,000 rows per upload, more through the API |
| Languages | Broad | Focus on Pashto, Dari, Urdu and Arabic |
| Pricing visibility | By quote for enterprise | You set the pay per accepted label |
Where Scale AI is stronger
- Capacity for very large programmes and complex managed projects.
- Account teams, service levels and enterprise procurement.
- Established workflows for autonomous driving, robotics and model evaluation.
Where Azmaval is stronger
- No minimum, no sales process.
- Transparent control of who reviews and how quality is checked.
- Fits small and medium datasets and under-served languages.
- A private mode, so you can label your own data.
How to choose
- Choose Scale AI when you need a managed programme at large scale with enterprise terms.
- Choose Azmaval when you want to run a campaign yourself, at your pace and your budget.
Sources
Frequently asked questions
Is Azmaval a managed service like Scale?
No. It is a platform. You run campaigns, and the platform supplies the review screen, the reviewers you invite and the quality checks.
Can I export data from Azmaval for my training pipeline?
Yes. Export JSONL, CSV or Parquet, or pull results through the REST API.