The enterprise question shifted from "what can it do" to "where does the call data go." Voice is biometric, deletion promises keep getting overridden, and regulators force data in-country. Dograh runs as the open, fully self-hostable voice layer inside the cloud isolation you already trust.
A practical breakdown of the top voice AI observability tools in 2026- Tuner, Roark, Hamming, Coval, and Cekura. What each does best across simulation, monitoring, CI/CD validation, and red-teaming, plus how to pick based on your stage.
The four free alternatives to Vapi are Dograh, Pipecat, LiveKit Agents, and Vocode. All open source, all self-hostable, and none charge a per-minute platform fee on top of your AI vendor bills.
When a node in your agent workflow calls a function that was never registered - silently, confidently, and without errors - the bug is not in your code. It is in what you are feeding the model between nodes. Here is the failure mode, why evals miss it, and the fix we shipped at Dograh.