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kalanu
WindTunnel only · 4 setups · 1 of 6 compared benchmarks

Claude Code · claude-haiku-4-5-20251001 · Playwright

anthropic

with my setupPlaywright

Its score and figures

Every figure the leaderboard's table prints for this setup.

Its score and figures
rank in group1–4
Score79.3 pts78.5–79.8 pts
Pass rate100.0%≥ 92.6%100.0% · 48 of 50 graded
Efficiency17.013.8–19.1
cost0.79×
tokens1.2×
time1.1×
Coverage1/6
Runs50

75.0 + 1.4 + 0.2 + 2.6 ≈ 79.3 (outcome + cost + tokens + time)

  • pass rate on each benchmark's own grader
  • cost
  • tokens
  • time
  • not measured
First run
2026-09-28
Last run
2026-09-28
did not finish (scored as a fail)
0
Tasks with no grade
2

On each benchmark

Each benchmark it ran: its status, pass rate, spend and spend per pass. The studies behind them are its evidence, below.

WindTunnel

79.3 pts

WindTunnel: 100.0% · 48 of 50 graded · scored

cost
0.79× the typical spend per passing run10.4% of this setup's cost here went to runs that did not pass or were not graded; efficiency does not price it$0.08 per pass($0.05–$0.10)37% went to the costliest 10% of attempts (5 of 48)
tokens
1.2× the typical spend per passing run10.5% of this setup's tokens here went to runs that did not pass or were not graded; efficiency does not price it470.8k per pass(331k–658.9k)39% went to the costliest 10% of attempts (5 of 48)of which 96% cache reads and 4% fresh input
time
1.1× the typical spend per passing run8.3% of this setup's time here went to runs that did not pass or were not graded; efficiency does not price it1m 02s per pass(50.7s–1m 17s)28% went to the costliest 10% of attempts (5 of 48)

Efficiency and spend per pass can order setups differently: efficiency compares the typical (median) passing run, task by task, while spend per pass averages every attempt, so a few very expensive runs, passing or not, count in full; and spend per pass also counts the attempts that failed or did not finish, and divides by the pass rate. A setup is called the most frugal only where both put it first and both separate it from every other setup.

Evidence

Every published study its runs come from.