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Voice AI Insights

Lessons from building and operating AI contact centers and voice agents.

80 articles

Latest

How Does a Phone Number Reach Voice AI? A Beginner’s Guide to Internet Telephony, SIP, and PBX

A phone number is an address; the call route is the road. Learn how a call crosses telephone networks, SIP, and RTP before reaching voice AI.

September 16, 2026·11 min read·진 Jean
Design

Voice AI Retry Design — retryOnFail, Idempotency Keys, and onError

Retrying a failed voice AI request can execute the same operation twice. This covers how retryOnFail, idempotency keys, and onError=continueErrorOutput work to…

September 3, 2026·2 min read·Moon Kim
Design

Where Phone Booking Automation Ends

When automating phone bookings with voice AI, the scope differs by booking type. Distinguishing simple, condition-negotiation, and external-coordination bookin…

September 2, 2026·2 min read·진 Jean
Design

Traditional IVR, Visual IVR, Digital ARS, Voice AI — Four Systems With Different Branch Logic

Sorting visual IVR and voice AI by screen presence misses the most important difference. What matters is whether branch conditions live in a config file or eme…

September 1, 2026·2 min read·진 Jean
Design

Where Phone Handling Still Needs a Person

A handling manual records what to say and never records when not to say it. The moment that blank moves into a prompt, the handling drifts.

August 31, 2026·2 min read·진 Jean
Design

Cold Calling Is Back — Here's What Changed

Cold-call answer rates collapse over caller-ID reputation, not the script. What AI actually changes is number rotation, not call volume.

August 28, 2026·3 min read·진 Jean
Design

What Telemarketing Actually Means — What AI Changed and What It Didn't

Telemarketing is defined by purpose, not by who dials. When AI places the call, prior consent, disclosure, and opt-out handling still apply exactly the same wa…

August 27, 2026·5 min read·진 Jean
Design

How Voice Agents Filter Out Answers They're Not Sure About

A model that doesn't know it's wrong is more dangerous than one that's confidently wrong. Here's the three-layer filter we built to stop low-confidence respons…

August 26, 2026·2 min read·Moon Kim
Design

Call Center Outsourcing: How the Cost Structure Works

Comparing seat-based and per-call quotes side by side leaves room for hidden costs. Breaking outsourcing costs into three layers helps you spot what the initia…

August 25, 2026·2 min read·진 Jean
Design

Where to Stop When You Automate a Recruitment Screening Call

What a first call can hand over is confirmation, not filtering. And a script asks every question a recruiter used to skip.

August 24, 2026·3 min read·진 Jean
Design

What to Check Before Signing a Call Centre Outsourcing Contract

Before comparing vendors, settle the scope and where liability sits. Handing the work over does not hand the liability over.

August 14, 2026·2 min read·진 Jean
Design

A Support Structure That Splits Time Zones From Languages

Time zone is when the call gets answered. Language is who answers it. Split them and combinations appear.

August 13, 2026·2 min read·진 Jean
Design

What AICC Is — A Component-Level Definition

AICC is not a product name. It is a bundle covering connection, recognition, conversation, integration and record — which is why two quotes never line up.

August 12, 2026·5 min read·진 Jean

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