Pulumi for AI Voice Infra: TypeScript + ESC + Pulumi AI (2026)
Provision an AI voice stack with Pulumi 3.230+ in TypeScript: ESC for secrets, AI-generated modules, deployments-as-a-service, and uv-backed Python providers.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
Provision an AI voice stack with Pulumi 3.230+ in TypeScript: ESC for secrets, AI-generated modules, deployments-as-a-service, and uv-backed Python providers.
Channel partners drive 24% of SaaS revenue at the median and 58% in services-led businesses. Here is how to launch a tiered voice AI reseller program in 2026.
Toast IQ, TouchBistro AI, and Square's restaurant POS all ship AI in 2026 but lack a true conversational guest layer. Here is how a chat agent on top cuts phone-order errors by 60% and lifts off-premise revenue 18%.
The advertised $0.05/min is rarely your bill. We dissect the five real cost layers — ASR, TTS, LLM, platform, telephony — with current 2026 unit prices and an all-in worked example.
Spanglish, Hinglish, and Arabic-English breaks most voice stacks. Deepgram's code-switching voices, LiveKit auto-language detection, and a CallSphere bilingual flow that holds context across language flips.
Should the planning brain also call tools? Almost never. We separate orchestrator from tool-using workers, show why mixing the two is the #1 cause of unreadable traces, and how CallSphere enforces the split across 37 agents.
Move tenant filtering out of your app and into Postgres. Row Level Security gives you database-enforced isolation that survives ORM bugs, hand-rolled SQL, and AI agents writing queries on the fly.
A peer-reviewed study of 135K appointments saw no-shows fall from 20.8% to 10.3% with AI reminder calls. Here is the multi-touch confirmation build that recovers 25% of misses live.
Tavus Phoenix-4 hits sub-600ms end-to-end. Here is how 2026 chat agents return short avatar videos, switch to live video calls, and bill at $0.23–$1.09 per minute.
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