Sim2Real Data Infrastructure

Procedurally Generating the Physical World via API.

Synthetic data infrastructure bridging the "Sim2Real" gap for Embodied AI. Upload a CAD file, inject semantic physical chaos, and deliver 10,000+ auto-annotated training frames directly into your CI/CD pipeline.

Frictionless API & CAD (.STEP) Ingestion
Absolute Parametric Control via JSON
Zero Hardware CapEx
Direct AWS S3 / VPC Injection
Book Enterprise Demo

10,000+

Frames per batch

Zero

Hardware capex

99.5%

Zero-shot deployment

Factory sorting line

Developer Studio

API Pipeline

Input

Baseline 3D CAD (.STEP)

Air-gapped secure ingestion.

Engine

Generative Synthesis Engine

Mathematical reconstruction of digital twins via ephemeral compute.

Outcome

Auto-Annotated Datasets

YOLO/COCO formats delivered securely via webhook.

Visual Formula

1 CAD File → Procedural Generation → Pipeline Injection

Sim2Real Data Generation

Visualizing procedural physical chaos and auto-annotation for Embodied AI.

0

Auto-Annotated Frames Generated

The Data Scarcity Paradox

Foundation models are starving for edge-case physical data.

Training robotic manipulation policies via manual human labeling is fundamentally unscalable. Basic 3D simulation engines fail to solve this because they lack accurate industrial material physics. Builders lack a scalable, purely software-driven data layer.

Manual Labeling Bottleneck

Expensive, slow annotation cycles limit model progress.

Software-Defined Data Layer

Procedural synthesis generates edge-case coverage on demand.

Replace collection loops with API generation.

The Breakthrough

Solving the Sim2Real Bottleneck

Visynex replaces physical data collection with a scalable API. Define physical constraints (lighting, material reflectivity, spatial anomalies) via a JSON payload, and our engine securely injects thousands of physically accurate frames directly into your cloud storage.

Semantic payload controlEphemeral secure computeDirect cloud injection

Breakthrough Output

Golden sample example

Input

1 CAD file

Generated output

10,000+ frames

Formats

YOLO / COCO

Delivery

Webhook + S3/VPC

Formula

1 CAD File → Procedural Generation → Pipeline Injection

How It Works

Zero-hardware pipeline. Direct CI/CD injection.

Step 1

Secure ingestion (.STEP / CAD)

Upload baseline 3D assets through air-gapped secure channels.

Step 2

Semantic payload configuration (JSON)

Set lighting, materials, anomalies, and physical constraints.

Step 3

Generative semantic injection

Create physically accurate edge cases with auto-annotation.

Step 4

Direct pipeline webhook (S3/GCS)

Stream datasets into your training stack with zero manual ops.

Zero hardware setupAPI-first orchestrationCI/CD-ready delivery

Zero Exposure

Air-gapped security architecture.

Synthesis runs on isolated, ephemeral cloud compute clusters. Rendering memory is purged instantly upon delivery. We never train shared foundation models on your proprietary IP.

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Isolated ephemeral workloads per dataset job

Memory purged immediately after delivery

No shared-model training on proprietary assets

Secure webhook delivery to private storage

Who It’s For

Embodied AI builders and enterprise robotics OEMs.

Target Segments

  • Embodied AI builders
  • Enterprise robotics OEMs

Primary Users

  • Lead ML engineers
  • Robotics CTOs
  • Foundation model researchers

Visynex vs The Market

Manual collection is unscalable. Simulators lack physics. We provide both.

CategoryManual CollectionBasic SimulatorsVisynex
Data requirementManual collection loopsGeneric simulatorsPhysics-accurate API datasets
ScalabilityHuman-labeling bottlenecksLow-fidelity edge cases10,000+ frames per batch
Physics realismSparse real defectsWeak material realismSemantic physical chaos control
Target userFactory QA teamsSimulation specialistsML and robotics platform teams

Business Model

API-First economics built for massive scalability.

Pay-Per-Dataset API

$5,000 flat fee

Per generated dataset batch

  • CAD and JSON payload ingestion
  • 10,000+ frame generation batches
  • Auto-annotation + secure delivery

Enterprise SaaS License

Continuous API access

For high-throughput ML platforms

  • Programmatic batch orchestration
  • Dedicated VPC and governance controls
  • SLA-backed enterprise support

Validation

API telemetry and zero-shot deployment.

OMSA Automotive utilized our standardized API to train their visual control policies. The Embodied AI successfully identified structural anomalies on Day 1 without ever seeing a real-world defect, achieving 99.5% accuracy trained entirely on Visynex data.

Standardized API integrated in production telemetry

Day 1 anomaly detection without real defect history

99.5% zero-shot deployment accuracy

Training data generated entirely via Visynex

Go-To-Market

The Frictionless Trial that proves Sim2Real efficacy.

Instant Proof Loop

  1. ML engineer uploads 1 CAD file
  2. We inject 50 free edge-cases to their AWS S3 bucket
  3. Validated Sim2Real fit before enterprise rollout

Deployment Pattern

Self-serve API onboarding

Enterprise expansion via telemetry proof

Vision

The Sovereign Data Flywheel for the physical world.

Visynex is not just generating static datasets; we are building the continuous data engine for automation developers. As robots encounter new anomalies, engineers ping our API to generate instant patch datasets.

AI chip cluster

“Continuous synthetic data closes the Sim2Real loop.”

Ready to Deploy

Build the Next Generation of Embodied AI.

Upload a baseline asset to our API and inject physically accurate edge cases directly into your training pipeline today.