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Decision Model Benchmark: How to Test Jev, OpenAI Decisions and LLM Judges on Your Own Calls
Voice AI Evaluation
25 min read

Decision Model Benchmark: How to Test Jev, OpenAI Decisions and LLM Judges on Your Own Calls

A reusable protocol to benchmark Jev, OpenAI Decisions and LLM judges on real calls: sample sizes, kappa, ECE, flips, order tests, p95 latency, cost.

Updated October 16, 2026Read more
OpenAI Decisions API vs Jev: Which Is Better for Voice Agents? (2026)
Voice AI Evaluation
22 min read

OpenAI Decisions API vs Jev: Which Is Better for Voice Agents? (2026)

Jev is about 2.4x cheaper ($0.042 vs $0.10 per 1M tokens) with published p95 latency. Decisions API adds images, refusals and ZDR. Which fits voice?

Updated October 16, 2026Read more
Auditing AI Payment Arrangement Calls for FDCPA Risk
Voice AI Testing
14 min read

Auditing AI Payment Arrangement Calls for FDCPA Risk

Audit AI payment arrangement calls: diff spoken plans against the ledger, check fees, Reg E autopay consent and Reg F limits, with a 12-point rubric.

October 15, 2026Read more
How to QA Drive-Thru Voice AI Across 500 Stores
Voice AI Testing
15 min read

How to QA Drive-Thru Voice AI Across 500 Stores

One passing store proves little. A store-stratified plan for drive-thru voice AI QA: variance factors, canary stores, sample-size math, gates and rollback.

October 15, 2026Read more
AI Pizza Phone Ordering: Why Half-and-Half Orders Break
Voice AI Testing
15 min read

AI Pizza Phone Ordering: Why Half-and-Half Orders Break

Why AI phone ordering for pizza breaks on halves, quarters, deals and pizza references, how each error reaches the kitchen ticket, and how to test it.

October 15, 2026Read more
AI Phone Ordering for Restaurants: The 2026 QA Playbook
Voice AI Testing
21 min read

AI Phone Ordering for Restaurants: The 2026 QA Playbook

How to QA AI phone ordering for restaurants: menu modifiers, the call-to-POS workflow, per-location configs, order-diff scoring and a readiness checklist.

Updated October 15, 2026Read more
Voice AI for Lenders and Insurers: QA and Compliance Guide
Voice AI Testing
18 min read

Voice AI for Lenders and Insurers: QA and Compliance Guide

Voice AI for lenders and insurers: what each call must capture, what a speech error corrupts, which rule applies, and how to test every client config.

Updated October 15, 2026Read more
Using OpenAI's Decisions API with GPT-Live in a Voice Agent: Client Delegation, Action Choices and Routing
Voice AI Testing
19 min read

Using OpenAI's Decisions API with GPT-Live in a Voice Agent: Client Delegation, Action Choices and Routing

Wire OpenAI's Decisions API to GPT-Live with client delegation: exact events, a phone action catalog, Python code, safety gates, latency, cost and tests.

October 7, 2026Read more
Jev vs LLM: The Key Differences, and When to Use Each
Voice AI Evaluation
18 min read

Jev vs LLM: The Key Differences, and When to Use Each

Jev vs LLM: an LLM writes text, Jev returns typed, calibrated decisions in milliseconds. 8 differences, side-by-side code, and the Jev alternatives.

Updated October 7, 2026Read more