1840 & Company Alternatives: Labeling Services vs Physical AI Data
Last updated: March 31, 2026. If anything here is inaccurate, email [email protected].
TL;DR
- 1840 & Company provides managed data labeling and annotation services.
- Services cover computer vision, NLP, audio, and multi-modal data.
- They highlight image, video, and 3D point cloud annotation workflows.
- Claru is purpose-built for physical AI capture and multi-layer enrichment.
- Choose 1840 & Company for labeling services; choose Claru for capture + enrichment of robotics data.
What 1840 & Company Is Built For
Key differences in 60 seconds: 1840 & Company provides managed annotation services. Claru is a capture-and-enrichment pipeline for physical AI training data.
1840 & Company positions its offering as managed data labeling and annotation services. [1]
The services cover computer vision, NLP, audio, and multi-modal data annotation. [2]
The company highlights image, video, and 3D point cloud annotation workflows. [3]
If your bottleneck is annotation services and managed teams, 1840 & Company is a strong fit. If your bottleneck is physical-world capture and enrichment, Claru is the better fit.
Company Snapshot
- Focus
- Physical AI training data for robotics and world models
- Capture
- Wearable camera network plus task-specific collection
- Enrichment
- Depth, pose, segmentation, optical flow, aligned captions
- Best fit
- Teams that need capture + enrichment for embodied AI
Where 1840 & Company Is Strong
Where Claru Is Different
Capture-first
Claru starts by capturing physical-world data instead of relying on existing datasets.
Enrichment layers
Depth, pose, and motion signals are generated as first-class outputs.
Robotics-ready delivery
Claru ships datasets in formats that plug directly into robotics stacks.
1840 & Company vs Claru: Side-by-Side Comparison
| Dimension | 1840 & Company | Claru |
|---|---|---|
| Primary focus | Managed data labeling and annotation services.[1] | Physical AI training data for robotics and world models |
| Modalities | Computer vision, NLP, audio, and multi-modal data.[2] | Egocentric video, manipulation, depth, pose, segmentation |
| CV workflows | Image, video, and 3D point cloud annotation.[3] | Egocentric video, depth maps, pose, segmentation |
| Enrichment | Annotation services and QA | Depth, pose, segmentation, optical flow, aligned captions |
| Best fit | Teams needing managed annotation services | Teams needing capture + enrichment for physical AI |
Deep Dive: 1840 & Company vs Claru
1840 & Company specializes in managed annotation services. Claru specializes in physical-world capture and enrichment.
Services vs pipeline
1840 & Company delivers managed data labeling services.
Claru delivers capture, enrichment, and training-ready datasets.
Data sourcing
1840 & Company helps teams label existing data across modalities.
Claru captures new physical-world data tailored to robotics tasks.
Where each wins
1840 & Company is strong when you need managed annotation teams.
Claru is stronger when capture and enrichment are the bottleneck.
When 1840 & Company Is a Fit
- You need managed annotation services across CV, NLP, and audio.
- You already have data and need labeling throughput.
- You want a managed service partner rather than tooling only.
When Claru Is a Fit
- You need physical-world data captured for robotics tasks.
- You want enrichment layers like depth, pose, and motion signals.
- You need datasets delivered in robotics-native formats.
How Claru Delivers Physical AI Data
Claru provides an end-to-end pipeline so physical AI teams can move from brief to training-ready data quickly.
Scope the Dataset
Define the target behaviors, environments, and label schema with your research team. We align on formats, enrichment layers, and success criteria before capture begins.
Capture Real-World Data
Activate the collector network, teleoperation runs, or game-based capture to gather the exact clips your model needs.
Enrich Every Clip
Generate depth maps, pose, segmentation, and optical flow in batch. Cross-validate signals to ensure aligned training inputs.
Expert Annotation
Specialized annotators label action boundaries, affordances, and intent using project-specific guidelines and QA checks.
Deliver Training-Ready
Ship datasets in WebDataset, HDF5, RLDS, or your native format with manifests, checksums, and datasheets.
Claru by the Numbers
Other Alternatives Worth Considering
If you are mapping the data provider landscape, these comparisons cover adjacent options.
How to Choose
Choose 1840 & Company when you need managed data labeling and annotation services.
Choose Claru when you need capture and enrichment of physical-world data for robotics training.
Some teams use both: 1840 & Company for labeling services, Claru for capture-first datasets.
Frequently Asked Questions
What is 1840 & Company?
1840 & Company provides managed data labeling and annotation services. [1]
What data types does 1840 & Company cover?
The company highlights computer vision, NLP, audio, and multi-modal annotation services. [2]
Does 1840 & Company support 3D annotation?
1840 & Company highlights image, video, and 3D point cloud annotation. [3]
When is Claru a better fit?
Claru is a better fit when you need capture, enrichment, and delivery of robotics-ready datasets.
Need Physical AI Data That Ships Fast?
Tell us what you are training. We will scope a capture plan and deliver a pilot dataset in days.