The moat behind every score
How we test AI tools
Directories summarize. Rating sites crowdsource. AI blogs paraphrase. We do the one thing none of them do — feed every tool the same task and publish the real result. Here’s exactly how, and why you can trust it.
We buy our own subscriptions
Every tool is tested on a plan we paid for. No vendor gets a free pass or an easier brief.
No tool can buy a ranking
We don’t sell placements, featured spots or higher scores. Position is earned by output, full stop.
Affiliate links never move scores
We earn commissions, and we disclose them — but the score is set before any link is added, and never changed for money.
The process
Six steps, every single tool
01
Pick a real scenario
We start from a specific job — “faceless YouTube”, “podcast intro” — not a generic “best tool” list. It mirrors how people actually search.
02
Run the same task on every tool
One identical brief — the same script, prompt or outline — goes into each tool, on default settings plus one round of obvious fixes.
03
Record everything
Export, render time, screenshots, and exactly where each tool struggled. The raw output goes on the page — wins and flops.
04
Score on four axes
Quality, speed, ease and value — never a single vague star. Value is weighted hardest; it exposes the overhyped tools.
05
Add the human layer
A plain-English verdict, who it suits, and what we’d pick. This is the part an AI-spun blog can’t fake.
06
Re-test on every version
AI tools change pricing and quality almost weekly. We re-run the test and stamp the date and version on every page.
The scorecard
Four axes, not one star
Borrowed from the best of the rating sites — the real buying signal lives in the sub-scores, especially value.
Quality
How good is the actual output, judged on the real export — not the marketing reel.
Speed
Time from brief to a usable result, including queue and render time.
Ease
Setup, learning curve and day-to-day friction for a non-expert.
Value
Output quality per dollar. Weighted hardest because it’s where hype dies.
Receipts
We actually use these tools
Affiliate dashboardActive
Real partner dashboards — proof we run live accounts, not affiliate links bolted onto AI-spun text.
Freshness policy
Every page carries a “last tested” date and the tool version. If a tool ships a major update or changes pricing, we re-run the test and update the stamp. Stale reviews lose trust — and rankings.
V
Vincent
Founder & lead tester. Every tool is run hands-on, on a plan we pay for, before it ships to the site.
See the method in action
Browse a real scenario ranking with side-by-side output.