indeed, this is exactly the goal! The license grants rights to commercial use, unlocks additional hardware acceleration, includes cloud telemetry, and offers significant savings over using cloud APIs.

In our deployments, we've seen open source models rival and even outperform lower-tier cloud counterparts. Happy to share some benchmarks if you like.

Our pricing is on a per-monthly-active-device basis, regardless of utilization. For voice-agent workflows, you typically hit savings as soon as you process over ≈2min of daily inference.