Roboflow significantly accelerated our computer vision proof of concept by simplifying dataset creation, annotation, training, and experimentation. The platform is easy to use, provides a good user experience, and allowed our team to evaluate different approaches much faster than building everything from scratch. It was especially valuable for rapidly creating and managing datasets for embedded computer vision use cases. However, there are still some challenges around credit consumption visibility, licensing clarity for certain models, and long-term architecture decisions when integrating trained models into production products. Overall, it is a strong platform that helped us move faster and reduce development effort, which is why I would recommend it."

Roboflow's annotation tools are outstanding. Although I don't use the AI-assisted annotation features, the manual annotation experience is excellent. Operations like merging classes within a project are particularly well designed. I also appreciate the dataset versioning system, which allows me to experiment with different augmentation configurations while keeping the original dataset intact.

It is very user friendly, easy to use and intuitive. They also update it often.