DESIGN MOCKUP — methodology shell. Protocol details finalize when testing begins.
Home › How We Test

How we test AI tools

Every AI receptionist on this site gets the same 20 scripted calls on a live line. Every automation tutorial is a system we actually built. Here's exactly what that means.

The 20-call protocol

Each tool is connected to a real business phone number and receives the identical call script set: appointment bookings (easy and awkward), a reschedule, pricing questions, a two-questions-in-one-sentence caller, an interruption mid-answer, an angry customer, a caller with heavy background noise, and an after-hours call. [Full protocol table publishes with the first review.]

We score three things: booking accuracy (did the right appointment land on the calendar), latency (time to answer, time to text-back), and graceful failure (what happens when the AI is out of its depth — the score most vendors hope you never test).

Our honesty rules

We pay for the tools we test — no free review accounts with strings attached. Rankings never depend on whether a tool pays a commission, and we review tools with no affiliate program at all when they're good. Every "who should skip this" section is real. When a tool updates and our criticism no longer applies, we retest and update the page — the date at the top of each review is the date we last verified it.

How this site makes money

Affiliate commissions, disclosed on every page they apply to, at no extra cost to you. The long version is in our disclosure policy. The short version: honest verdicts earn trust, trust earns readers, and readers who buy through our links keep the testing funded. Inflated reviews would break the only asset we have.

Jonathan {{LastName}}

All testing is run by me. I build AI automation systems for small businesses; this site documents what actually works. {{credential lines}}

Full bio →