KNONIK

A new way to build robots

Your best engineers are doing data janitorial work

Every hour spent on pipelines is an hour not spent on the model. And the pipelines never stop breaking.

Pipeline rebuild tax

Storage bills that scale wrong

GPU time burned on waiting

Manual annotation bottleneck

Data that doesn't compound

No signal on data quality

Managed infra
for your team

.mcap.bag.hdf5.zarrlerobotrlds
knonik · dataset browser

Collect and curate data at scale, without breaking pipelines

knonik · quality check

Auto quality check isolates bad episodes before they reach your curated sample

knonik · annotated episode
storage

Annotation down to every phase of every episode

training cluster · 8 GPUs
GPU 095%
GPU 193%
GPU 296%
GPU 394%
GPU 497%
GPU 592%
GPU 695%
GPU 794%
utilization, last minute95%

High-speed data delivery from cloud to GPU

Stop building pipelines.
Start building robots.

Training-ready robot data, without the infrastructure headache.

Try it out, free
See the benchmarks →