VerdictPal · editorial desk · 202652 cards live15 setsDisclosed affiliates only
Card atlas · AI research tools

AI research you can actually defend.

A card atlas for students and researchers — real prices, privacy notes, failure modes on every dossier, and disclosed affiliates. Not a scraped AI directory.

free atlasDisclosed affiliates only
Compare · Head-to-head

A comparison you can actually share.

Stat bars are editorial heuristics, methodology linked — not a fake benchmark leaderboard. Put two dossiers side by side and see where each one breaks.

Pick two cards. See the diff.

Open compare
Benchmark glossary

Scores with receipts, not hype.

Plain-language pages for the benchmarks students actually look up — what each score measures, what it does not, and where the source lives.

How a dossier works

One card. Evidence you can defend.

Every tool is a finite dossier — not a listicle rank. Fit score, failure modes, dated checks, and an evidence label so you know what we actually ran.

01

Editorial fit 0–100

A weighted desk score for research workflow fit — not a user-star average and not a vendor leaderboard.

02

Failure modes on the record

What breaks before you hit send. Published even when vendors would rather you didn't notice.

03

Dated pricing & privacy

Last-checked dates on pricing and privacy. When the evidence moves, the card moves.

04

Evidence tier

Self-run, hands-on, synthesized, or vendor-claim — labeled so you can weight the verdict yourself. First-party Lab runs ship when we have reproducible proof.

The atlas · 9 cards shown · 5 sets

One card per tool. Never a ranked listicle.

Filter by set, sort, or search the full dossier text. Flip any card for its best-for and avoid-if notes, or add two to the tray to weigh them head-to-head.

9 dossiers

The Pack · Editorial newsletter

New cards in your inbox. Not a leaderboard.

When a card ships, gets retired, or moves status, subscribers hear about it first. Affiliate links are disclosed when present, no third-party trackers in the email. One click to unsubscribe.

Sealed Pack is not open yet. Join The Pack free. Paid drops ship when the deliverables are concrete.

  • ✓ One click to unsubscribe
  • ✓ No third-party analytics in the email
  • ✓ We never sell or rent the list