KL studio vs Overleaf vs Papeeria

An objective comparison. We publish exactly how each number was measured — the method, the machine, and the date — rather than asking you to take a marketing claim on faith. The pdflatex baseline is reproducible from public sources; KL studio's own compiler isn't open, so its figure is the speed the editor actually delivers — which you can feel for yourself by compiling a document in the app.

Feature comparison

FeatureKL studioOverleaf (free)Papeeria (free)
PriceFree (public alpha)FreemiumFreemium
Incremental compileYes — recompiles only what changedFull recompileFull recompile
Real-time multiplayerYes, no per-project seat capLimited on free tierLimited on free tier
Built-in knowledge baseYes — papers, claims, typed graphNoNo
Import from arXiv / OpenAlex / CrossrefYes, from the command palettePartialPartial

Competitor tiers listed are the free tiers, as of 2026-06-25. Capabilities change; check each vendor's current plans for the authoritative details.

Compile speed (engine)

KL studio's incremental engine recompiles only the parts you changed. On a rich synthetic paper — 120 sections with math, tables and citations, a warm edit-to-preview recompile takes about 35 ms (median warm incremental recompile (edit → preview), engine-only). For reference, a full pdflatex build of ResNet (arXiv:1512.03385), real source with its own figures + bibliography on the same machine takes 2338 ms cold and 759 ms on a warm recompile (12 pages).

Edit one line, recompile

Each bar fills in real time at its measured warm-recompile speed — KL studio finishes almost instantly while pdflatex keeps going, about 22× slower. Same document, same machine.

  • Measured on single Linux workstation (archlinux), local, no network, 2026-06-25.
  • Method: benches/corpus/README.md (corpus listed in benches/corpus/papers.tsv).
  • The pdflatex baseline is reproducible from public sources — the arXiv source plus benches/corpus/run.sh.
  • KL studio's compiler isn't open-source, so its number isn't independently reproducible — it's the speed the editor delivers, which you can check by compiling a document in the app.

Why there's no “KL vs Overleaf seconds” number here (yet)

Perceived browser latency vs Overleaf and Papeeria (free tier) is a separate measurement from engine speed: it includes network, server queueing, and free-tier throttling. We publish those numbers with the exact date, tier, and method when collected, rather than guess them.