Synthetic 3D training data for models that need to see the world.

We supply bias-controlled, fully labeled datasets that accelerate perception and generation for AI teams. Built for scale, delivered with measurable quality guarantees.

Every frame labeled

Native 3D annotations: instance, semantic, depth, normals, and keypoints.

Cross-domain

Factories to streets to labs—configurable domains and assets.

Scalable

Hundreds of thousands of frames per month via automated pipelines.

Flexible engagement

Subscriptions or scoped builds aligned to your KPIs.

Purpose‑built datasets for AI companies

We partner with model and product teams to define coverage, edge cases, and acceptance criteria—then deliver training‑ready datasets that measurably improve downstream metrics.

  • Generative 3D pretraining corpora
  • Robotics perception and manipulation
  • AV and ADAS long‑tail scenarios
  • Research‑grade controlled datasets
Pipeline or project visual placeholder

How we work

A focused, four‑stage pipeline with clear engagement options. Light motion and native 3D labels throughout.

Discovery & spec

Targets, KPIs, acceptance tests, and coverage distributions.

Asset prep

Clean 3D models with PBR, LODs, and domain controls.

Scene generation

Programmatic layout, physics‑aware interactions, lighting, motion.

Simulation & labeling

RGB, depth, IR, events. Native instance/semantic, poses, depth.

Delivery & iteration

Health reports, leakage checks, deterministic manifests, and versioned drops.

Subscription

Recurring dataset updates for predictable velocity.

Custom datasets

Scope aligned to your acceptance criteria and milestones.

Built for demanding verticals

We focus on B2B partnerships with teams shipping real systems.

Generative AI

Large 3D corpora and paired text for pretraining and evaluation.

Robotics & AR

Manipulation, navigation, grasping, and spatial understanding.

High‑end labs

Controlled experiments and ablations with parameterized datasets.

Autonomous vehicles

Long‑tail hazards and rare weather, at scale and without risk.

Quality you can measure

Each delivery includes a health report with coverage distributions, failure forecasts, and leakage checks mapped to your acceptance criteria.

  • Coverage targets & stratified sampling
  • Sensor and domain fidelity checks
  • Data cards and reproducible manifests
  • Private, secure, compliant handling
250k+
Frames delivered
1.2k+
Assets & scenes
4+
Sensor modalities

Request a dataset

Tell us about your use case. We’ll follow up with a brief spec template and a sample.

Or email contact@auric-ai.com

Security & compliance

  • Private, single‑tenant rendering on request
  • Encrypted delivery and access controls
  • Optional NDAs and custom licensing

Formats

3D models: OBJ, FBX, glTF/GLB, USD/OpenUSD. Annotations: COCO/YOLO, KITTI/nuScenes, OpenLABEL. Custom schemas available.

Location

Chicago, IL