Editorial fit 0–100
A weighted desk score for research workflow fit — not a user-star average and not a vendor leaderboard.
A card atlas for students and researchers — real prices, privacy notes, failure modes on every dossier, and disclosed affiliates. Not a scraped AI directory.
Best cited-search front door for student lit reviews — not the highest overall fit on the atlas.
Stat bars are editorial heuristics, methodology linked — not a fake benchmark leaderboard. Put two dossiers side by side and see where each one breaks.
Plain-language pages for the benchmarks students actually look up — what each score measures, what it does not, and where the source lives.
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.
A weighted desk score for research workflow fit — not a user-star average and not a vendor leaderboard.
What breaks before you hit send. Published even when vendors would rather you didn't notice.
Last-checked dates on pricing and privacy. When the evidence moves, the card moves.
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.
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.
The Pack · Editorial newsletter
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.