AI That Works Out-of-the-Box
ZERO is a ready-to-use vision foundation model built for industrial use.
ZERO: The World’s First VFM Built for Industry
ZERO Achieves Runner-Up at CVPR 2025 Object Instance Detection Challenge!
Built on Superb AI’s expertise in developing vision AI with real-world industrial data,
ZERO is an industry-specialized vision foundation model (VFM) that’s ready to use without additional training.
Game-Changer in Vision AI Adoption: ZERO
Traditional Vision AI Adoption Journey
1Define Problems
2Collect Data
3Label Data
4Train a Model
5Deploy
ZERO, Ready to Go from Day 1
1Define Problems
2Deploy
ZERO is a ready-to-use vision foundation model built for industrial use.
It doesn’t just see what it was trained on—ZERO sees, searches, and generates exactly what you need.
| ZERO | Conventional AI | Conventional SI | |
|---|---|---|---|
| Instant adaptation to new requirements | Only recognizes what was pre-trained | 2-6 months for update | |
| Flexible business expansion | Additional development and costs required | ||
| Sustainable and efficient management | Increased overhead from siloed solutions | Maintenance costs incurred |
ZERO Instantly Understands Whatever It Sees
Text Prompt
ZERO understands the context from natural language descriptions and finds the right object—even without prior training.
Image Prompt
Upload an image of the target or use boxes/points to intuitively specify and locate the object.
What Sets ZERO Apart
No Pre-Training, Ready Out-of-the-Box
Skip complex data collection and training. Just prompt and deploy—ZERO is ready for production from the start.
Learn More
Real-Time Inference with Unmatched Performance
Delivers real-time inference at 1.033 TFLOPS while maintaining SOTA-level detection accuracy.
Intuitive Input Methods
Use natural language and visual prompts (boxes/points) together for even more precise and intuitive object targeting.
Natural Language Prompts
Find any target object with plain language like “a red chair next to the window”—no pre-defined classes needed.
Continuous Performance Improvement
Improve performance across new domains and scenarios with an automated data pipeline.
Flexible Deployment
Deploy anywhere—cloud or on-premise. Optimized for a wide range of hardware environments including GPU, NPU, and edge devices.
Effortless Integration
Get started fast with usage-based APIs.
Fully Integrated Solution
ZERO is built into Superb AI Video Analytics, so you can deploy in real-world production environments with no additional development.
Go to Superb AI Video AnalyticsNo Pre-Training, Ready Out-of-the-Box
Skip complex data collection and training. Just prompt and deploy—ZERO is ready for production from the start.
Learn MoreReal-Time Inference with Unmatched Performance
Delivers real-time inference at 1.033 TFLOPS while maintaining SOTA-level detection accuracy.
Intuitive Input Methods
Use natural language and visual prompts (boxes/points) together for even more precise and intuitive object targeting.
Natural Language Prompts
Find any target object with plain language like “a red chair next to the window”—no pre-defined classes needed.
Continuous Performance Improvement
Improve performance across new domains and scenarios with an automated data pipeline.
Flexible Deployment
Deploy anywhere—cloud or on-premise. Optimized for a wide range of hardware environments including GPU, NPU, and edge devices.
Effortless Integration
Get started fast with usage-based APIs.
Fully Integrated Solution
ZERO is built into Superb AI Video Analytics, so you can deploy in real-world production environments with no additional development.
Go to Superb AI Video AnalyticsExperience ZERO’s Unmatched Performance
Text AP(Multi-Domain Dataset)
- ZERO
- YOLOE
- T-Rex2 (SWIN-L)
Not supported
- DINO-X
Visual AP(Multi-Domain Dataset)
- ZERO
- YOLOE
- T-Rex2 (SWIN-L)
- DINO-X
Not supported
Have a Question?
Browse our FAQs below.
What’s the biggest difference between ZERO and conventional AI?
ZERO is Superb AI’s innovative vision foundation model (VFM) that detects and analyzes objects or situations with simple prompts—text, boxes, sketches, or more—without any model training. Unlike traditional vision AI, which requires months of data collection, labeling, training, and deployment, ZERO skips the complexity, making AI adoption faster, more affordable, and accessible to anyone.
Do I need AI expertise or manual labeling to use ZERO?
Not at all. VFM ZERO is designed to be accessible even to non-experts. With intuitive prompt-based interaction, you can use the model right away—no coding experience or large-scale data labeling required.
What types of objects or situations can ZERO detect? Can it recognize new targets it hasn’t been trained on?
ZERO isn’t limited to pre-defined categories. It can detect virtually any object, action, or situation based on your prompt—thanks to its powerful zero-shot capabilities. Even if the model has never been explicitly trained on the target object or scenario before, it can still identify it through your natural language description.
What are ZERO’s key advantages in terms of accuracy, real-time processing speed, and lightweight architecture?
ZERO delivers high accuracy based on massive datasets and supports real-time video inference at 1.033 TFLOPS. As a lightweight model with just 622M parameters, ZERO offers additional key advantages: smooth operation on edge devices such as NPUs and mobile APs; reduced upfront hardware costs due to lower spec requirements; and easier on-device AI deployment with minimal cloud dependency.
How long does it take to implement ZERO in real-world applications, and is it compatible with our existing video systems?
One of ZERO’s biggest strengths is instant deployment. Since no training is required, you can get started right after prompt setup and system integration. ZERO also works seamlessly with most existing video equipment that supports standard protocols—including CCTV, IP cameras, and drones—especially when deployed through Superb AI’s Video Analytics solution.
How does ZERO help reduce costs compared to traditional AI solutions, and what’s the pricing model?
ZERO significantly lowers costs by eliminating the need for data labeling, expensive GPU infrastructure setup and operations, and AI engineer labor. Customers have seen cost savings of up to 80%. Pricing is flexible and tailored to your usage, scale, and required features—typically usage-based or licensed by functionality. Leave us a message through the Contact Us form, and we’ll provide detailed guidance.
What kind of technical support and video data security does ZERO offer?
Superb AI provides dedicated, responsive technical support from deployment to operation for VFM ZERO users. We strictly follow your organization’s security policies on data and privacy, offering robust security features—including on-premise deployment, data encryption, and access control—to keep your sensitive video data secure.