• 6 min read
Vision Token Counts: What does it cost to process an image with a frontier vision model?
Understand the cost, per-provider tokenization rules, and a comparison across image sizes for Claude, GPT, and Gemini.
Blog
Trevor Lynn
Trevor leads Marketing at Roboflow. He focuses on sharing insights from Roboflow customers to inspire the broader AI community and help advance visual AI.
Latest Posts by Trevor Lynn
• 2 min read
Roboflow Ranked #9 AI Product in G2’s 2026 Awards
At Roboflow, our mission has always been to democratize computer vision. We believe that giving developers the tools to make the world programmable will solve some of the world’s hardest problems.
Today, we are proud to share a significant milestone in that journey: After being named the #1 Image
• 4 min read
Inference 1.0: Foundational Infrastructure for Visual Understanding
Today, Roboflow is announcing Inference 1.0, the most trusted and reliable vision AI inference engine.
As vision AI has entered a period of exponential growth, the technology must evolve to continue serving the needs of the ecosystem. Processing visual data like images, videos, and real-time streams at enterprise scale
• 2 min read
Vision AI Trends 2026: Top Use Cases Across 10 Global Industries
Today, Roboflow released the Vision AI Trends: 2026 Report, an analysis of 200,000 projects that reveals how enterprises use computer vision. With over a million engineers and half the Fortune 100 building with Roboflow, the report illustrates the top applications of vision AI across major industries.
By examining this
• 11 min read
Computer Vision Applications
Computer vision applications are reshaping industries across the globe, enhancing efficiency, safety, and quality in ways that were previously unimaginable.
• 4 min read
Launch: Train and Deploy YOLO26 with Roboflow
YOLO26 was released on January 14th, 2026, and we are excited to announce that the latest YOLO model is fully supported on the Roboflow platform for labeling, training, and deployment.
YOLO26 is the latest evolution of real-time computer vision models. Optimized specifically for edge deployment and CPU performance, YOLO26 introduces
• 5 min read
Launch: Use Segment Anything 3 (SAM 3) with Roboflow
Today, we are introducing new tools powered by Segment Anything 3 (SAM 3) that significantly change how people build computer vision applications.
SAM 3 is a powerful vision foundation model that detects, segments, and tracks objects in images and videos based on prompts. See our detailed SAM 3 model overview
• 3 min read
Roboflow Named Leader in Image Recognition Software
We’re proud to announce that as of November 2025, Roboflow has been ranked the #1 Image Recognition product on G2.
• 4 min read
Launch: Verified Model Metrics
Selecting the right computer vision model for production starts with accurately measuring and comparing model performance. Evaluation metrics quantify a model’s capabilities, helping teams make informed decisions and choose models suited for real-world use. Among the many metrics available, Mean Average Precision (mAP) is a leading metric because it
• 9 min read
What Is Industry 4.0? Smart Factories and The Fourth Industrial Revolution
Imagine a factory floor where machines think, see, and communicate. What you’re picturing is Industry 4.0 - and it’s arrived.
• 11 min read
What Is A Computer Vision Platform?
Computer vision platforms play a crucial role in simplifying this process by offering tools and services that streamline the development pipeline.
• 4 min read
Multimodal Benchmark Datasets
When new multimodal models come out, they need to be tested on reliable benchmarks to see how well they perform across different tasks. Today we'll share some of the best multimodal benchmark datasets you can use to evaluate new models.
• 5 min read
What Is Edge AI And How Does It Work?
By running models "at the edge," companies can benefit from high performance, fast decision making, reduced cloud costs, and enhanced security.
• 12 min read
Different Types of AI Models and How to Use Them
Discover an overview of AI models, highlighting how they are trained, deployed, and used across different domains. Understanding the core concepts and how to use these models is essential for leveraging AI's full potential.
• 5 min read
AI in Farming: 5 Ways Computer Vision Is Transforming Agriculture
Every year, pests destroy about 40% of global agricultural productivity, costing the industry over $70 billion. But thanks to advancements in computer vision, farmers can now identify and eliminate these destructive pests with precision, boosting crop yields and protecting profits
• 5 min read
Computer Vision Software
Computer vision is the ability for a computer to see and understand the physical world. With computer vision, computers can learn to identify, recognize, and pinpoint the position of objects — driving real change in the real world.
• 15 min read
50 Computer Vision Examples and Real-World Applications
In this guide, we break down 50 practical use cases where businesses are deploying computer vision today.
• 4 min read
AI For Office Supply Retailers
Discover the ways AI can save time and drive revenue for office supply retailers.
• 4 min read
Workplace Safety AI: Detect Hazards
By proactively identifying hazards, monitoring equipment health, and ensuring compliance with safety protocols, computer vision helps facilities reduce risks, prevent costly incidents, and optimize overall operational efficiency.
• 7 min read
Top Free Research Datasets
Successful research and data science projects begin with quality datasets. Here is a collection of the top free and open research datasets.
• 8 min read
Best Computer Vision Tools
Explore a variety of the best computer vision tools that meet a mix of needs within the space.
• 8 min read
What is Computer Vision? Comprehensive Guide [2026]
Learn about computer vision and how you can use it to solve problems.
• 3 min read
Computer Vision for Automotive Manufacturing
Automotive manufacturing is a unique, competitive, and complex segment within the manufacturing industry which requires continually improving processes using the latest technology to gain market share. The industry is going through rapid changes and automotive manufacturers are undergoing modernization efforts to increase overall equipment effectiveness, reduce cost of quality, and
• 10 min read
PaliGemma: An Open Multimodal Model by Google
PaliGemma is a vision language model (VLM) developed and released by Google that has multimodal capabilities. Learn how to use it.
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