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How we build things

Build breakdowns from real production systems: voice agents, RAG pipelines and full-stack platforms. The architecture decisions, the trade-offs and the parts demos skip.

Updated July 13, 2026 · 7 min read
Voice AI · Cost

How much does an AI voice agent cost to build in 2026?

There's a real answer; it's just two numbers, not one. The one-time build cost, the per-minute run cost, what drives each and the build-vs-buy math worked through for your call volume.

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July 9, 2026 · 6 min read
Call Centers

AI voice agent vs Sanas/Krisp-style tools

They get compared constantly and shouldn't be. One makes your human agents better on the call; the other removes the need for the call. A decision framework by call-center goal, why "both" is often right and a look at Toniq, our real-time accent neutralization app for BPOs.

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July 8, 2026 · 7 min read
Voice AI

How we built a production Hindi voice agent

The full build breakdown: streaming speech with Sarvam AI, an LLM agent layer with tool calling against live APIs, latency engineering and the guardrails that let it run unsupervised, with zero human handoff for in-scope calls.

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