Human Archive Alternatives: Keep the Signals You Actually Need
Last updated: November 11, 2026. If anything here is inaccurate, email [email protected].
Three alternatives to evaluate by data requirement
- Claru: evaluate custom household and workplace activity collection with quotas and accepted-output rules.
- Mecka: evaluate dataset access, commissioned collection and any separate evaluation/deployment work.
- XDOF: evaluate robot-demonstration data, including the public ABC-130K bimanual manipulation reference.
- Keep Human Archive in scope when HA-Multi's recorded stereo depth, tactile gloves, body IMUs and wrist cameras match your required channels.
What a Human Archive replacement must preserve
Human Archive's company-authored launch describes custom wearable rigs, collection operations, and data QA/alignment. HA-Multi combines egocentric vision, stereo depth, tactile gloves, body IMUs and wrist cameras. HA-Ego is described separately as egocentric RGB with wrist cameras. Read the capture description
Its website offers enquiries about an off-the-shelf catalog or a robot deployment. That makes this a data/deployment buyer's decision, not a guide to contributor earnings or a directory of every company building a robot. Current offering
An alternative is useful only if it preserves your required supervision. A visually similar clip may be enough for one training objective and unusable for another. Write a channel inventory before asking suppliers to replace an existing dataset.
The alternative supplier shortlist
Claru — task-driven human video
Claru's household program documents camera placement, task quotas and acceptance gates; its separate workplace case covers commercial activity. Useful to evaluate when activity coverage is the bottleneck. Household · Workplace
Mecka — data with broader program scope
Mecka offers first-person activity data, task-specific collection, model evaluations and deployment infrastructure. Separate the capture requirement from integration work in the quote. Source
XDOF — embodied robot interaction
Its ABC-130K release documents more than 130,000 episodes across 195 bimanual tasks using stations with I2RT YAM arms. Assess embodiment-specific supervision separately from human footage. Source
Filter the shortlist before you compare prices
List non-negotiable measurements
Mark RGB, recorded depth, tactile, body motion, wrist views and robot actions separately. Ask each supplier which channels are recorded versus estimated and which are outside the proposed scope.
Review the alignment
Inspect timestamps, dropped frames, coordinate frames and channel completeness on a complete task. A stream listed in a brochure is not evidence it loads correctly in your pipeline.
Match catalog versus custom scope
Check whether an existing corpus already has your activities and environments. If not, scope new capture with quotas, rejection reasons and delivery metadata rather than assuming the public catalog can be reshaped after purchase.
Human Archive alternatives: compare the signals
| Dimension | Human Archive | Claru | Mecka | XDOF |
|---|---|---|---|---|
| Data reference | HA-Multi and HA-Ego. Source | Household/workplace collection programs. Household · Workplace | Egoverse human activity dataset. Source | ABC-130K robot manipulation release. Source |
| Concrete capture evidence | HA-Multi vision, stereo depth, tactile gloves, IMUs and wrist cameras. Source | Chest/waist household cameras and task quotas. Source | First-person human activity across tasks and environments. Source | Bimanual stations with I2RT YAM arms in ABC-130K. Source |
| Engagement entry point | OTS catalog or deployment enquiry. Source | Scope a video-collection brief and acceptance contract. | Dataset access, commissioned collection or a full data program. Source | Production datasets, systems and tooling. Source |
| Critical sample question | Are every required sensor stream and alignment metadata present? | Does the activity/camera distribution meet the agreed brief? | What data and evaluation deliverables are included? | Do robot embodiment, actions and task distribution match? |
Tell us the tasks, environments and required channels before choosing a corpus.
Request a DatasetKeep Human Archive in scope when…
- Its HA-Multi sensor combination matches your required recorded channels.
- You want to inspect its existing catalog or scope a deployment-related enquiry.
Evaluate Claru when…
- Your core need is real household or workplace activity with a defined task taxonomy.
- You want a custom video program with explicit quotas and accepted-output accounting, rather than assuming sensor equivalence.
Evaluate a replacement without losing supervision
Use a sample manifest as the decision boundary before asking for more volume.
Write a channel manifest
Record which streams are mandatory, their units and timestamps, and whether they must be native measurements. Include required metadata and usage rights.
Test the sample end to end
Load one full activity, inspect synchronization and completeness, and compare the task/environment distribution with the original requirement.
Scope accepted output
Agree what counts, what is rejected and which annotation/capture work is included. Quote the same deliverable across suppliers rather than comparing worker pay or unrelated headline counts.
Claru video-program evidence
Inspect the shortlist and collection proof
Move to the head-to-head when the decision is down to two suppliers.
Sources
Human Archive alternatives: buyer questions
Which Human Archive alternatives should I evaluate?
Claru, Mecka and XDOF are relevant data suppliers with different published reference points: human activity collection, data/evaluation programs and robot demonstrations. Check the exact proposed channels and task distribution; no universal substitute is established here.
Does ordinary video replace HA-Multi?
Not when your training needs its recorded channels. HA-Multi's description includes stereo depth, tactile gloves, body IMUs and wrist cameras. A video-derived estimate is not automatically equivalent to a recorded measurement.
Does Human Archive also offer RGB data?
Yes. Its company-authored launch describes HA-Ego with egocentric RGB and wrist cameras separately from HA-Multi. Confirm the catalog subset and license directly. Source
How should I compare buyer prices?
Use the same required channels, accepted volume, annotation, rights and custom-versus-catalog scope. A comparable public numeric buyer rate was not established from the offering pages reviewed November 11, 2026. Contributor compensation is not the dataset purchase price.
Scope your activity-collection requirement
Tell us the tasks, environments and required channels before choosing a corpus.