Services | Vypno

Our services: Synthetic Data Solutions for AI

At Vypno, we transform synthetic data science into practical solutions you can use today.
Our services help organisations overcome data scarcity, privacy constraints, and model blind spots by delivering high-quality synthetic datasets tailored to specific machine learning and computer vision challenges.

Custom Synthetic Vision Datasets

We design synthetic vision datasets for specific AI tasks, spanning documents, satellite imagery, and object-centric scenes. From OCR and document understanding to object detection and geospatial analysis, our data captures real-world variation without using sensitive or proprietary sources.

What’s included:
• Fully synthetic vision data (documents or images)
• Metadata & annotations (JSON, COCO, custom schemas)
• Class balance and edge-case coverage
• Delivered in a clean, training-ready format

Who it’s for: AI teams that need high-quality vision training data without privacy or data access constraints.

Targeted Synthetic Augmentation Sprints

When a model performs well in the lab but fails in real-world or rare cases, the solution is often the data, not the model. We tackle specific failure modes by generating highly targeted synthetic samples that address blind spots, rare classes, and outlier conditions.

How it works:
1 – Discovery workshop
2 – Synthetic scenario design
3 – Dataset generation
4 – Delivery of structured annotations

Who it’s for:
Teams with existing models in production or nearing deployment

Synthetic Benchmark & Stress-Test Packs

Pre-built synthetic datasets designed to benchmark and stress-test AI models under controlled, challenging conditions. These packs are ideal for evaluation, comparison, and vendor validation.

Examples:
• Synthetic document packs with layout variation
• Rare-scenario object detection sets
• Adverse lighting and capture conditions

Who it’s for:
AI teams assessing model readiness, comparing vendors, or experimenting without custom cost

Data we support

Documents

for OCR & VLM, multi-language support

Satellite & aerial imagery

for earth observation and remote tension

Object-centric scenes

for object detection and segmentation

Built for vision teams in geospatial intelligence, defense, enterprise AI, and research, where real-world failure is not an option.

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Vypno GmbH
Lichtenbergstraße 8
85748 Garching

Registergericht: Amtsgericht München,
HRB: 251315
Geschäftsführer: Maximilian Jakasovic

Telefon: +49 175 1141726
Email: contact@vypno.com

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