Real Data
for Physical AI

Powered by real operation data. Built for real industries.

Powered by real operation data.

Built for real industries.

Request Data

What’s slowing you down?

What’s slowing
you down?

Let’s uncover what’s really blocking your progress.

Let’s uncover

what’s really blocking your progress.

Infinite tasks for general purposes

Great lab demos, but sharp drop on unseen operation

High CAPEX & OPEX with compliance risks

Recruiting, training, and retaining skilled operators and annotators at scale

Inconsistency throughout the whole pipeline

Misaligned sensors, drifting intrinsics/extrinsics, label drift

Rights, privacy, residency friction

Unclear ownership/derivative rights

Meet Abundance

Meet Abundance

Reliable, Consistent, Sustainable


Reliable,
Consistent,
Sustainable

Data collection

Various hardware interfaces to record every motion, visual frame, and force profile

Feature title.

Feature title.

Feature title.

Labeling & Annotation

AI-assisted labeling tools, 3D trajectory visualizers, and semantic segmentation systems ensure high-quality annotation

Feature title.

Feature title.

Feature title.

Evaluation & Curation

Quality scoring, alignment checking, completeness metrics with filtering, deduplication, balancing, dataset versioning

Quality scoring, alignment checking, completeness metrics with filtering, deduplication, balancing, dataset versioning

How Abundance turns chaos into clarity

Full data lifecycle from capturing data to on-site deployment

Full data lifecycle

from capturing data to on-site deployment

Data Capture

Annotation

Evaluation

Curation

Deployment

High-Integrity Data Capture

Collecting on-policy, high-fidelity episodes that actually teach manipulation skills.

Data Capture

Annotation

Evaluation

Curation

Deployment

High-Integrity
Data Capture

Collecting on-policy, high-fidelity episodes that actually teach manipulation skills.

Diverse manipulation tasks
for industry use cases

Diverse
manipulation tasks
for industry use cases

Task-specific datasets win the line. Reliable to deploy. Safer to run. Faster to scale.

Task-specific datasets win the line.

Reliable to deploy. Safer to run. Faster to scale.

Pick & Place

Start each day with a clear, AI-powered plan, no guesswork needed.

Packaging

Important tasks are surfaced, so you don’t have to think twice.

Testing & Inspection

Plan your week with a clean, drag-and-drop interface that keeps things simple.

Machining

Track real progress, not just activity, and finish each day with purpose.

Fastening

Block out the noise and stay in the zone longer with Cadence's Focus Mode.

Assembly

Tasks, notes, and reminders — all in one seamless workspace.

Real Data,
Real Factories,
Real Physical AI.

Discover how Abundance enables you

to prepare the right datasets for your purpose.

Request Data