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TTS evaluation for voice agents: beyond MOS to a phone-ready scorecard
Voice AI Evaluation
25 min read

TTS evaluation for voice agents: beyond MOS to a phone-ready scorecard

TTS evaluation for voice agents: why MOS misleads, round-trip intelligibility, entity tests, 8 kHz phone checks, streaming TTFB and a copyable scorecard.

Updated October 2, 2026Read more
LiveKit vs Vapi (2026): Pricing, Latency, Lock-In, and a Fair Way to Test Both
Voice AI Testing
24 min read

LiveKit vs Vapi (2026): Pricing, Latency, Lock-In, and a Fair Way to Test Both

LiveKit vs Vapi with verified 2026 pricing, TCO math at 10k, 100k and 1M minutes, per-hop latency, turn-detection internals, lock-in and a fair test plan.

Updated October 2, 2026Read more
The Voice Agent Stack: Every Layer, the Latency Budget and the Real Cost (2026)
Voice AI Evaluation
25 min read

The Voice Agent Stack: Every Layer, the Latency Budget and the Real Cost (2026)

Every layer of a voice agent stack, from SIP and codecs to turn detection and evals, with an 800 ms latency budget and verified per-minute costs.

Updated October 2, 2026Read more
LiveKit voice agent testing guide: unit tests, simulations, SIP and load (2026)
Testing Strategies
25 min read

LiveKit voice agent testing guide: unit tests, simulations, SIP and load (2026)

How to test LiveKit voice agents: pytest helpers, judges, audio simulations, SIP, lk load tests, and turn-detector traps that differ between dev and prod.

Updated October 2, 2026Read more
What to Log on Every Voice Agent Call: The Complete Schema
Voice AI Testing
24 min read

What to Log on Every Voice Agent Call: The Complete Schema

The voice agent call logging schema: call, turn, event and artifact fields, join IDs, OpenTelemetry code, redaction rules, and the 10 queries to run.

September 28, 2026Read more
Pipecat Cloud vs LiveKit Cloud: Managed Voice Agent Hosting Compared
Voice AI Evaluation
17 min read

Pipecat Cloud vs LiveKit Cloud: Managed Voice Agent Hosting Compared

Pipecat Cloud vs LiveKit Cloud, side by side: deploy CLI, cold starts, regions, telephony, logs, compliance, pricing model, lock-in, and a pilot plan.

September 28, 2026Read more
Can You Use LiveKit and Pipecat Together? The Hybrid Voice Agent Stack
Voice AI Evaluation
19 min read

Can You Use LiveKit and Pipecat Together? The Hybrid Voice Agent Stack

Yes, LiveKit and Pipecat work together. A build guide for Pipecat on LiveKit transport: SIP dispatch, tokens, outbound calls, and the seams that break.

September 28, 2026Read more
LiveKit vs Pipecat Latency: Where the Milliseconds Actually Go
Voice AI Evaluation
16 min read

LiveKit vs Pipecat Latency: Where the Milliseconds Actually Go

LiveKit vs Pipecat latency, turn by turn: why the framework is a small slice, which knobs move p95, and how to cut delay without cutting callers off.

September 28, 2026Read more
LiveKit vs Pipecat at Scale: Concurrency, Workers, and Production Load
Voice AI Evaluation
17 min read

LiveKit vs Pipecat at Scale: Concurrency, Workers, and Production Load

LiveKit vs Pipecat scaling from 10 to 10,000 calls: agent servers vs per-session processes, cold starts, draining, rate limits, and a capacity worksheet.

September 28, 2026Read more