Nova vs Tokenstead

Nova is the analytics and orchestration layer for AI products. Track usage, evaluate quality, and iterate on prompts, all in one dashboard.

Track the latest open-weight AI models, agent harnesses, and tooling. See what runs on your hardware, who's running what, and honest cost comparisons.

About Nova

Nova is the analytics and orchestration layer for AI products. Track usage, evaluate quality, and iterate on prompts, all in one dashboard. Nova gives you the observability layer your AI features deserve. Run controlled experiments across prompt variants and route traffic to the winner automatically. By the end of the day we had dashboards our whole team actually uses. You can redact PII at the SDK level before anything leaves your servers. Overage is billed at $1 per 10k events, and you can set a hard cap if you prefer strict budgets.

About Tokenstead

Track the latest open-weight AI models, agent harnesses, and tooling. See what runs on your hardware, who's running what, and honest cost comparisons. Tokenstead - Open AI Models, Tooling & Hardware Run AI on hardware you own - and follow the models worth running. Track the latest open-weight models, agent harnesses, and autonomous agents, then see which ones fit your rig. Honest speed estimates, cloud-pricing comparisons, and a source-cited tracker of who's running what - so no vendor or government order can switch off the model you depend on.