Fax Research review: the robotics data company focused on provenance

Answer in brief: Fax Research supplies egocentric video, UMI handheld-gripper demonstrations, hardware-specific robot teleoperation, annotation and data verification for Physical AI teams. You can license existing footage or commission custom collection. Its standout is verification: source and rights, file and signal integrity, content authenticity and training suitability, documented in QC findings and data manifests. It is a member of NVIDIA Inception. Little is public about delivered volume or customers, and pricing is scoped per program.

Directory category: Teleoperation collection · also Egocentric video and Dataset marketplace. Last updated: 2026-11-09. This is independent research from Fax Research's public site; we have not tested its data.

At a glance: Egocentric, UMI and teleop · off-the-shelf or custom · a four-part verification framework · annotation optional · NVIDIA Inception member.

What Fax Research does for robotics data

Fax Research offers six capabilities. Egocentric video: mono and stereo first-person demonstrations. UMI demonstrations: handheld-gripper manipulation data covering camera views, pose and gripper signals, including bimanual. Robot teleoperation: hardware-specific programs with observations, actions and trajectory records. Annotation: action segmentation, object labels, task ontology and human QA. Verification and engineering: provenance, authenticity screening, recording integrity and structured delivery. Dataset sourcing: licensed existing material or commissioned collections. It focuses on warehousing and logistics, manufacturing, retail and fulfilment, commercial operations, and household tasks.

Who it fits

• Buyers licensing third-party footage who need proof of origin and permitted uses.
• Legal and data-governance teams that want documented acceptance criteria.
• Teams that want raw recordings and prefer to label in-house.

Strengths: data you can trace

• Four-part verification: source and rights (supplier documentation, lawful permitted uses), file and signal integrity (decode checks, timestamps, duplicates, sensor consistency), content authenticity (capture evidence, unusual patterns, source cross-checks) and training suitability.
• Documented deliverables: QC findings, data manifests and review notes.
• Flexible procurement: Off-the-shelf data with rights, specs and sampling confirmed before order, or a custom program with an agreed pilot, volumes and QC.
• Per-project signal specs: Gripper pose and width, robot joint states and commanded actions where the capture setup supports them.

Honest drawbacks

• Little public evidence of delivered volume, named customers or case studies.
• Fax Research states that verification is evidence-based, not an absolute guarantee against synthetic or manipulated data.
• Delivery formats are agreed per project rather than listed publicly.
• No public prices.

Pricing model

Custom, scoped per dataset or program.

Best alternatives to Fax Research

• Toloka: a larger published off-the-shelf physical AI catalog.
• Scale AI: high-volume managed teleoperation collection.
• Firsthand: documented consent and buyer-owned licenses for egocentric data.

Fax Research FAQ

Can Fax Research license existing robotics data?

Yes. It sources existing footage and demonstration datasets, subject to licensing and availability, with rights and specifications confirmed before order.

Does Fax Research guarantee data is authentic?

No. It says verification is evidence-based, not an absolute guarantee against synthetic, manipulated or misrepresented data, and that checks are agreed per engagement.

Is annotation required?

No. Fax Research supplies recordings with or without annotation.

Sources

• faxresearch.com (read 2026-11-09)

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