Backed by
Y
Combinator
linewise

vision lab.

the industrial data layer for robotics

contact ustrusted by 2 of the world's frontier ai labs
our offerings

threepillarsofindustrialintelligence.

01

data

the most diverse industrial SOP-structured production data across biotech, EV, semiconductors, pharma, electronics, and more

02

tech

fine-tuned vision models specialized in temporal understanding of industrial environments, enabling high-efficiency annotation.

03

network

a global factory capture network with standardized protocols, verified ground truth, and clean data rights.

data

industrialvideodatacapturedintherealworld.

egocentric footage from 50+ industries with SOP-level process knowledge.

+ many more
tech

atemporalvlmthattransformsrawindustrialfootageintostructuredknowledge.

training within industry (TWI) SOPs paired with egocentric footage. breaking each task into steps, key points and reasoning.

egocentric
laboratoryhandling culture plates in sterile isolator
live preview
0:00
example of gemini output — typically rounds to 1s intervals
// annotation sequence14 steps
140:14.4+contact us for full annotations and api access
click a step to seek
network

aglobalnetworkofthousandsoffactoriesacross30+countries.

SOPs captured in 30+ countries, with continuous qa, consent, and annotation handoff.

semiconductor fabcryogenic labsteel foundrypharmaceutical labauto assemblyprecision machiningglass workstextile millceramic kilnshipyardsolar panel factorydistilleryembroidery factoryfood processingaerospace hangarsurgical suitechemical plantpaper millbattery factoryoil refinerydata centerconcrete plantwind turbine assembly
0+factories
0+countries

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whether you're building foundation models, deploying industrial AI, or researching human-machine interaction. let's talk.

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