Scale AI vs Encord for robotics data: managed engine or platform you control?
Last updated: 2026-11-09 · Independent research from each company's official pages. No hands-on testing.
Answer in brief
The choice comes down to who runs the pipeline. Scale AI's Physical AI Data Engine is a full-service program. Scale collects demonstrations across its global network, annotates them, and validates datasets with its own policy fine-tuning before listing. Encord gives you a data platform you can run yourself (annotation, curation, evaluation), with Starter, Team and Enterprise tiers. It also offers managed annotation and teleop and egocentric collection in its own facilities. Choose Scale if you want to hand off the whole data problem. Choose Encord if your team wants to own the tooling, keep data in its own cloud, and label RGB, depth, LiDAR and force/torque in one interface.
Top pick for hands-on ML teams: Encord. One platform covers multi-sensor robot data from collection to curation. It has 6-DoF pose and keypoint labeling for grasps, embedding-based search for edge cases, and video-language-action workflows. Visit Encord →
Top pick for fully outsourced, high-volume programs: Scale AI. Scale states 1,000+ demonstration hours a day, in-house roboticists, and SOC 2 Type II and ISO 27001. Visit Scale AI →
The head-to-head table
| Dimension | Scale AI | Encord |
|---|---|---|
| Delivery model | Managed service | Self-serve platform, managed services, or both |
| Collection | Data factories, home collectors, commercial sites; bimanual teleop, Scale Harness, your hardware | Teleop, egocentric and embodied data collected in Encord's own facilities; your hardware and task protocols supported |
| Modalities named | Demonstrations with multi-modal grounding annotations | Video, RGB-D, LiDAR, force sequences, UMI, stereo video, teleop recordings, egocentric video |
| Robot-specific labeling | Grounding annotations and expert feedback | 6-DoF pose, keypoint tracking, object segmentation for grasps and hand-object interaction |
| Curation | Validation before listing | Embedding-based curation to surface rare grasps, occlusions and new environments |
| Where data lives | Scale platform; optional onshore processing | API/SDK-first; Encord says your data stays in your cloud; VPC and on-prem on Enterprise |
| Customer proof | Generalist and Physical Intelligence named as partners | Pickle Robot: 30% better annotation accuracy (Encord case study) |
| Pricing | Custom quote | Starter / Team / Enterprise tiers, no prices listed; 3D, LiDAR and point cloud is an add-on |
Why Encord wins for teams that want control
- Every sensor in one interface. Synchronized RGB, depth, LiDAR and force/torque, with no switching tools between modalities.
- Find blind spots before training. Embedding-based curation flags unusual grasps, occluded objects and new environments.
- Start small and grow. The Starter tier is aimed at individuals and small teams. Team adds data agents, performance analytics and model evaluation. Enterprise adds SSO, multiple workspaces, an SLA and VPC or on-prem deployment.
- Collection when you need it. Encord says it adapts its facility pipeline to your hardware and protocols, up to thousands of hours.
Why Scale wins when you want the data problem off your plate
- Throughput. Over 1,000 hours a day of diverse demonstrations, on infrastructure Scale says is built for petabyte-scale ingest.
- Performance-checked data. Datasets go through Scale's internal policy fine-tuning and evaluation before they are listed.
- White-glove engineering. A dedicated engineering and operations team, plus in-house robotics researchers who write the spec with you.
Pricing model
Scale prices each program by custom quote. Encord's pricing page shows three tiers but no prices. Note that 3D, LiDAR and point-cloud annotation is listed as an add-on, as are on-prem deployment and solutions-architect support. Managed annotation and collection are quoted separately. If your robots carry LiDAR, ask Encord to include the add-on in the quote.
FAQ
Can Encord collect teleoperation data?
Yes. Encord says it collects teleoperation, egocentric and embodied data in its own facilities.
Does Scale offer a self-serve tool for robotics data?
Its Physical AI page describes a managed engine with a dedicated team. It does not describe a self-serve robotics plan.
Which handles force/torque data?
Encord explicitly lists force/torque and force sequences. Scale's Physical AI page does not list sensor modalities.
Which is better for compliance-heavy buyers?
Scale states SOC 2 Type II and ISO 27001 on its product page. Encord points buyers to its trust centre and offers VPC and on-prem deployment on Enterprise.
Keep comparing
Back to the ranked list of the best robotics data companies · Scale AI review · Encord review · Scale AI vs Labelbox · Labelbox vs Encord · How to choose
Visit Encord → · Visit Scale AI →