Manufacturing enterprises
Production imagery, task demonstrations and approved equipment data, prepared around a clearly defined AI use case.
DATA PROVIDER
Data for
manufacturing
and robotics.
Collection, cleaning and annotation. A continuous supply of useful data from your real-world operations.
Discuss your data needs
COLLECT.PREPARE.ANNOTATE.IMPROVE.
BUILT FOR YOUR OPERATIONS
Your data partner,
on the ground.
The data a model needs is often still on a factory floor, inside a warehouse, or in the way a person completes a task.
AIT helps you turn that activity into usable training material. We work with your team to identify essential data, organize collection and prepare reviewed datasets, then use operating feedback to guide the next cycle.
THE DATA FLYWHEEL
A continuous data workflow.
Explore how collection and model feedback
connect across a data programme.
01 / 05
Define
Start with the model task, target environment and acceptance criteria. Agree what data is necessary.
DELIVERABLE
Collection plan & annotation guidelines
FROM SOURCE TO TRAINING SET
Support through the whole process.
01
Field & device data
Scope essential data from real tasks, production environments and authorized devices.
02
Cleaning & alignment
Filter unusable samples, organize metadata and align available data streams.
03
Annotation & review
Apply agreed task, action and object labels with human quality review.
04
Continuous feedback
Use deployment errors and new scenarios to guide the next collection batch.
REAL-WORLD SCENARIOS
Useful data starts with real tasks.
ILLUSTRATIVE TASK SCOPE
Picking, scanning and packing.
Capture repeatable task sequences and annotate the actions that matter, from finding an item to checking a finished parcel.
Plan a collection project
ILLUSTRATIVE TASK SCOPE
The details of everyday work.
Room preparation, cleaning and item delivery. Record human demonstrations in reusable real-world environments.
Plan a collection project
ILLUSTRATIVE TASK SCOPE
Tasks in the spaces people use.
Inspection, replenishment and service workflows across commercial spaces, campuses and offices.
Plan a collection projectWHO WE WORK WITH
Built around
your environment.
Robotics companies
Human demonstrations, action labels and task episodes for perception, navigation and manipulation.
Let’s work together
Better AI starts
with better data.
Tell us about your data challenge.
Let’s build a practical way forward.