Sama vs Scale AI
Relationship
Sama Annotate and Scale Data Engine do comparable work on data labelling; Sama's scale not recorded.
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 5 capabilities — Shares data analysis, data labelling and evaluation and observability.
Ludbee capability tags · from the product recordsShared product type — Both ship data service and platform.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for Scale AI · 2
Recorded for Sama. Scale AI’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Sama · 1
Recorded for Scale AI. Sama’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Sama
Platform
Sama's data annotation and validation platform, combining annotation tooling, SamaAssure quality assurance, SamaHub project management and reporting, and SamaIQ analytics, with a REST API and CLI for pipeline integration.
Data service
Sama Annotate is Sama's enterprise data annotation offering, delivering image, video and 3D point cloud labeling through a full-time in-house annotation workforce working on the Sama Platform, with CLI and API access for automated data workflows.
Sama Curate is a data curation offering that uses filtering and curation algorithms to suggest which assets in a raw dataset should be labeled, so teams annotate only the data most likely to improve an ML model.
Sama GenAI supplies human-generated training and evaluation data for foundation models, covering model validation and fact checking, instruction following, preference ranking, image and video captioning, creative writing, synthetic data creation and RAG evaluation.
Sama Validate is a managed human-in-the-loop service in which trained reviewers inspect and correct a customer's model predictions across image, video and 3D point cloud data and report where the model performs well or poorly.
Scale AI
Platform
AI platform for defence and intelligence users, for searching, summarising and reasoning over operational data.
Platform for building and evaluating enterprise generative-AI applications against a customer's own data.
Data service
Data labelling and curation service producing training and evaluation sets for AI models.