Make vibes measurable
Test AI features without engineering. Collaborate in one platform. Make data-driven product improvements.
Test without code
Use playgrounds to experiment with prompts, models, and settings through an intuitive UI. No engineering required.
Work in the same platform
See what engineers are testing. Share your experiments. Review results together. One platform for the entire team.
Improve with data
Track quality metrics on every iteration. See what's working and what needs to improve.
Visual playground for testing
Adjust prompts, swap models, and test different approaches through an intuitive interface. No code required.
Test ideas in minutes, not sprints
Move from concept to validated prototype in hours. Get answers to product questions without waiting for engineering resources
AI assistant for technical work
Loop writes evaluation code from your plain-English descriptions, so you can test quality without learning to code
Share experiments instantly
Send engineers a link to your playground session. They can see exactly what you tested and turn it into production code.
Review results together
Use human review UI with keyboard shortcuts to quickly rate AI responses. Mark good examples, flag bad ones, and collaborate on what quality means.
Build golden datasets
As you review, automatically save the best and worst examples to datasets. Use them to test future changes and prevent regressions.
Compare versions with real metrics
Replace gut feelings with data. See which prompt, model, or approach performs better on accuracy, cost, and user satisfaction.
Catch issues before launch
Know immediately if a change degrades quality, increases costs, or introduces safety risks. Prevent problems from reaching users.
Prove impact to stakeholders
Show leadership clear metrics on quality improvements and cost savings. Turn AI product intuition into executive-ready dashboards.