Aaliyah Johnson

Does the job

Pretty happy overall. Simulated focus group sessions just works and easy to iterate on questions and concepts. but no dealbreakers — I'd recommend it to a friend without hesitating.

Use it every day

Honestly didn't expect to like it this much. Optional online version is exactly what I needed, and runs locally for privacy. I do wish results vary by image and model, but I reach for it almost every day now and it just clicks.

Years in this space

I've evaluated a lot of these over the years. What stands out here is pretrained ViT-based image encoder — handled better than most — and strong zero-shot segmentation on unseen objects. Worth the time if this is your use case.

Does the job

Pretty happy overall. Edge and on-premise deployment options just works and edge deployment keeps data in your environment. Newer platform with a smaller community can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Solid for our team

We rolled this out across the team last quarter and modular multi-agent architecture. Automated data preprocessing fits neatly into how we already work, and automated data preprocessing removed a step we used to do by hand. but it has held up under daily use.