AI Companion Lab
Independent testing of AI companion platforms

How I Test AI Companion Apps

Every number on this site comes out of the same protocol, run over at least two weeks on an account I paid for myself. Here is that protocol, how the score components add up, and what the affiliate links do and do not affect.

Why two weeks is the minimum

These products are easy to review badly. The first twenty minutes flatter almost all of them — the writing is warm, the character has a backstory, the photos arrive. The interesting failure comes around day nine, when you mention something you said on day one and get a blank, enthusiastic non-answer. Most reviews never reach that window, which is why so many read like reworded feature lists. Nothing is scored here until I have used it daily for two weeks on a paid tier, in an ordinary way — not a stress test, just a conversation I would actually have.

The protocol

What I don't do: score a platform from its marketing site, accept vendor-supplied or comped accounts, or use material handed over by an affiliate manager. A claim verifiable only by taking a company's word for it is written as a company claim, not a finding.

How the score is built

The overall score out of 5 is a weighted composite of four measured components, plus one that can only take points away:

Totals are rounded to one decimal place, and a platform's score follows it everywhere here: if you see 4.8 in the main ranking, you see 4.8 in every comparison.

Affiliate disclosure, stated plainly

Some links here are referral links, marked as sponsored: if you subscribe after clicking one I may earn a commission at no extra cost to you. That is what pays for the subscriptions the testing runs on.

It does not change a score or a position, and the shape of the list is the evidence: several platforms in the top ten pay me nothing — Character.AI and Janitor AI among them — and rank above ones that would happily pay more than my top pick does. No placement is for sale, and no platform sees a score before it publishes.

How often the rankings are re-checked

Pricing is re-verified monthly across the ranked platforms, and the full protocol is re-run on the top five every quarter — or sooner if one ships something that would plausibly move it: a memory rewrite, a new image model, calls where there were none. A page's "updated" date changes only when the content did.

Corrections

I would rather be told I am wrong than stay wrong. If a price has moved, a feature has shipped, or a claim here no longer holds, send the correction with something checkable attached — a screenshot of the pricing page, a receipt, a changelog entry — and the page gets updated with a note of what changed. The site is deliberately static and has no contact form yet; building a proper channel for corrections is next on the list.

The platform that came out of this protocol first

HeyGF AI is the only one that passed the day-14 recall check convincingly and runs real voice calls. Test the conversation with no account and no card.

Try HeyGF AI free →

18+ only. Free tier available with no card. This site earns commission from referral links.

More on who runs this on the about page; the closest head-to-head this protocol produced is HeyGF AI vs Candy AI.