Independent · hands-on · re-tested every version
We run every AI tool on the same task — then show you the real output.
Directories summarize. Rating sites crowdsource. Blogs paraphrase. We feed one standard brief to every tool and put the actual results side by side — with 4-axis scores and what it cost.
10
tools on the bench
4-axis
scoring incl. value
2026
current test season
=
Same task, every tool
One identical brief fed to each — the only fair comparison.
★
4-axis scoring
Quality, speed, ease & value — not one vague star rating.
↻
Re-tested every version
AI moves weekly; stale reviews lose trust and rankings.
$
We pay for our own subs
No tool buys a placement. Commissions never move scores.
Pick your tool category
Tested by what you're trying to make
Vid4 tools
AI Video
Avatars, b-roll and faceless video generators tested on one script.
Faceless YouTubeCourse & trainingShort-form / ReelsProduct demos
Voc3 tools
AI Voiceover
Text-to-speech and voice clones tested on the same narration brief.
PodcastsYouTube narrationAudiobooksE-learning
Wri3 tools
AI Writing
Long-form and SEO writers tested on one identical blog brief.
SEO blog postsAd & social copyEmail sequencesProduct pages
Editor's picks
What we'd subscribe to right now
Latest tests
— fresh beats stale; we re-run on every major versionThe moat
No tool pays us for a ranking. Ever.
We buy our own subscriptions, run the same brief on each tool, and publish the raw output — wins and flops. That's the one thing directories, rating aggregators and AI-spun blogs can't fake.
Read our test method →01One standard task per category
02Run it on every tool, record everything
03Score quality · speed · ease · value
04Publish the raw output — wins & flops