Status · taking design partners · Q3 2026

The Ground Truth
for Physical AI.

We embed cameras inside real businesses like restaurants, hotels, dry cleaners, and tailors. Owners get employee supervision. Robotics teams get authentic, naturalistic task data delivered to your schema in weeks.

Business verticals
0+
Pilot turnaround
00wk
Sensor channels
0
Coverage
US → Global

Robotics-grade signal,
not generic footage.

Every episode ships with synchronized multimodal capture, structured metadata, and a commercial license. Formatted to your pipeline's schema.

Egocentric video

First-person RGB stream at 1080p / 30fps. The view your robot will eventually see.

Third-person reference

External-view capture for QA, annotation, and object-state verification.

Hand pose & IMU

3D hand tracking and wrist inertial data for contact-rich bimanual tasks.

Task metadata

Step segmentation, object labels, environment tags, instruction text. All timestamped.

Success / failure labels

Curated success episodes plus controlled failure cases for policy evaluation.

Privacy-redacted, licensed

Face / voice / document redaction. Employer agreement + individual employee consent. Full commercial training rights.

Where your robot currently fails.
We collect against it.

Four business verticals, each yielding a distinct manipulation profile. Additional environments available on request. Bring us the task and we'll scope a pilot.

Kitchen & Food Prep

Contact-rich manipulation inside real restaurant kitchens: deformable objects, liquids, heat, and constrained tool use. Captured during live service, not staged runs.

Cutting, peeling, portioning ingredients
Pouring & transferring liquids
Plating & garnishing dishes
Utensil & equipment handling
Wiping surfaces & cleaning stations
Opening packaging & restocking

Start small.
Scale on signal.

Three ways to engage, from a two-week feasibility sprint to a dedicated collection team. Start where the risk is lowest, scale when the data proves out.

Discovery

2–3 weeks
Feasibility sprint · 10–25 hours
  • +3–5 task variants
  • +Egocentric video capture
  • +Metadata + QA report
  • +Rights documentation included
  • +Delivered in your schema
Scope a sprint
Recommended

Pilot

4–8 weeks
Full collection · 100–300 hours
  • +10–20 task variants
  • +Multi-view capture (POV + reference)
  • +Hand pose / IMU optional
  • +Step segmentation + object labels
  • +Weekly delivery batches
  • +Re-capture on QA failures
Request a pilot

Partnership

Ongoing
Monthly retainer · dedicated team
  • +Dedicated operator team
  • +Exclusive capture protocols
  • +Continuous task expansion
  • +Dedicated ops and QA
  • +Data exclusivity options
Talk to founder

Tell us the task your robot fails at.

Whether you need a 25-hour feasibility check or a dedicated collection pod, the conversation starts the same way: what task, what failure mode, what would prove value.

RESPONSE_SLA< 24h
REGIONglobal delivery
CONTACThello@quivoc.com

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