Most AI systems are measured badly.

Sounding is building measurement tools for AI systems — instruments that tell you what a model actually does, not what a leaderboard says it does.

What we're working on

• Whether reported model improvements exceed measurement error
• What agents do along the way, not just whether they finish
• How quantization and serving load quietly change model behavior
• What fine-tuning breaks while it's fixing something else