Real-world robot data, and the hands to collect it.
Telemanual is the data layer for robotics teams and research labs — end-to-end collection and sub-100ms teleoperation, captured in open formats, piped to any stack, on our calibrated rigs or yours.
TRUSTED BY TEAMS BUILDING HUMANOIDS, MANIPULATORS & AUTONOMOUS FLEETS
/ WHO IT'S FOR
From a single lab bench to a global fleet.
Whoever's teaching the robot, Telemanual meets you where you are — grant-funded research, a seed-stage startup, or a production fleet. Same pipeline, tuned to how you work.
Research labs & academia
Open formats, reproducible datasets, and academic pricing. Spend grant hours on research — not data plumbing.
Robotics startups
Go from zero to a training-ready dataset in a week, then scale collection as fast as you scale.
Enterprise & industrial
Fleet-scale teleoperation and collection with the security, SLAs, and deployment options your org needs.
/ THE PLATFORM
Three ways to feed your robots, one pipeline behind them.
Data Collection
Demonstration, teleop, and autonomous sensor data captured at scale and labeled on the way in.
Teleoperation
Low-latency remote control of any robot from the browser — pilot one arm or a whole fleet.
Bring Your Own Rig
Use Telemanual-calibrated hardware or wire up the robots you already run through one SDK.
/ FORMATS & CONNECTIONS
Your data, in the shape your stack already speaks.
Every trajectory is captured once and exported anywhere. Pick the on-disk format, pick the destination — we handle conversion, sync, and schema.
/ TELEOPERATION
Pilot any robot, from anywhere, in real time.
Stream low-latency control to a single arm or a fleet of humanoids from a browser. Every teleop session doubles as a labeled demonstration — control and collection in one motion.
/ BRING YOUR OWN RIG
Use our calibrated rigs, or wire up your own.
Spin up on Telemanual-managed hardware in days, or connect the arms, humanoids, and mobile bases you already run through one SDK. Same capture pipeline either way.
/ HOW IT WORKS
From first demonstration to training-ready dataset.
Connect
Plug in your rig or spin up ours. One SDK, calibrated and ready.
Capture
Run teleop sessions or autonomous rollouts. Everything records.
Label & format
Auto-annotation, QA, and conversion to your target schema.
Ship to training
Stream training-ready trajectories straight into your stack.
/ USE CASES
Built for every embodiment.
Dexterous manipulation
Fine-grained grasping and assembly demos for imitation learning.
Humanoids
Whole-body and bimanual data for general-purpose robots.
Warehouse & logistics
Pick, place, and palletize at fleet scale across sites.
Industrial automation
Teach cells new tasks without re-programming from scratch.
Lab & life sciences
Precise, repeatable protocols with full provenance.
Field & outdoor
Mobile manipulation in unstructured, real-world settings.
/ FOR RESEARCH TEAMS
Built for reproducible, publishable robotics.
Open standards in, citable datasets out. Telemanual fits the way labs actually work — from a first pilot to a camera-ready paper, with provenance the whole way through.
LeRobot, RLDS, MCAP, HDF5 — portable and tool-agnostic.
Versioned datasets with provenance and auto datasheets.
Discounted credits and grants for university & nonprofit labs.
One-click export to Hugging Face for open benchmarks.
/ FROM THE FIELD
Loved by the people teaching robots.
Telemanual took our lab from zero to 10k clean demonstrations in three weeks. The LeRobot export dropped straight into our training pipeline — no glue code.
Teleoperating our humanoid from another continent at sub-80ms changed how the team collaborates. Students collect overnight while we sleep.
Academic pricing plus datasets we can actually cite made it an easy yes for our grant committee. Provenance is built in, not bolted on.
Illustrative quotes shown for layout.
/ FAQ
Questions, answered.
Start collecting in a week, not a quarter.
Tell us about your robots and your data goals. We'll stand up a pilot pipeline and your first labeled trajectories within days.