Vendor review · crowd annotation
Scale AI
Best known for data labeling and RLHF at the frontier — a labeling/ops powerhouse more than a data licensor.
- Frontier-grade labeling and RLHF operations
- Deep experience with large labs
- Not a source-licensed media marketplace
- Enterprise-oriented; heavier engagements
What Scale AI is
Scale AI provides data labeling, RLHF, and data-engine services to large AI labs and enterprises.
Modalities and languages they cover
Labeling across text, image, video, and sensor data; human feedback for LLMs. [TODO: verify current offerings.]
Sourcing model
Primarily annotation and human feedback on customer or sourced data. [TODO: verify.]
Rights & provenance posture
As a services provider, rights posture depends on the engagement; not a provenance-first licensing marketplace. [TODO: verify.]
Pricing
Enterprise services pricing. [TODO: verify.]
Where Scale AI falls behind
If what you need is owner-licensed, rights-cleared source media (not labeling), this is a different category of vendor.
Scale AI head-to-heads
Sources
Alternatives
Frequently asked questions
Is Scale AI rights-cleared for AI training?
As a services provider, rights posture depends on the engagement; not a provenance-first licensing marketplace. [TODO: verify.]
What does Scale AI cost?
Enterprise services pricing. [TODO: verify.]
What are the best Scale AI alternatives?
Depending on what you need, consider Appen, Surge AI, Shaip. fiund itself focuses on owner-licensed, rights-cleared audio and video sourced to brief.
Want data you can actually defend in diligence?
fiund licenses real-world audio and video at the source, with the rights cleared before anything moves.
Send a brief