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Grok 4.7 High vs Haiku 5.5 max

Grok 4.7 High leads on quality and agent time: 4.6 points higher and 3.1× faster; Haiku 5.5 max leads on cost: 1.5× cheaper.

24 tasksData from

Stet score

Grok 4.7 HighRank 4 of 14

63.295% range 52.2–73.24.6 points higher

Haiku 5.5 maxRank 6 of 14

58.695% range 47.5–69.0

A directional read: their 95% score ranges overlap.

Cost / task

Grok 4.7 High$5.76
Haiku 5.5 max$3.851.5× cheaper

Agent time / task

Grok 4.7 High18.9 min3.1× faster
Haiku 5.5 max58.4 min

Task by task

Grok 4.7 High solved 2 tasks that Haiku 5.5 max didn’t, and Haiku 5.5 max solved 1 that Grok 4.7 High didn’t. Both solved 11; neither solved 9.

Grok 4.7 High only 2

  • stet-232b50baPassed tests
  • stet-66762b4cPassed tests

Haiku 5.5 max only 1

  • stet-commit-342d0ac0Equivalent to the merged fix

A task counts as solved when its tests passed or a judge found the fix equivalent to the merged change, as in the leaderboard’s Solved column. Stet score also weighs code quality, so it can order the two differently. 1 of the 24 tasks is left out because one of the two has no scored result on it.

All 23 compared tasks
Task by task
TaskGrok 4.7 HighHaiku 5.5 maxSolved by
stet-3169aefaPassed testsPassed testsBoth
stet-89dfbc27Passed testsPassed testsBoth
stet-b28f4fe7Passed testsPassed testsBoth
stet-232b50baPassed testsFailedGrok 4.7 High only
stet-5276aa3fPassed testsPassed testsBoth
stet-commit-bbbbae09Passed testsPassed testsBoth
stet-15439c21Passed testsPassed testsBoth
stet-66762b4cPassed testsFailedGrok 4.7 High only
stet-commit-f0caded9Equivalent to the merged fixPassed testsBoth
stet-commit-5d766ddeEquivalent to the merged fixEquivalent to the merged fixBoth
stet-43493c52FailedFailedNeither
stet-6f84e978Passed testsEquivalent to the merged fixBoth
stet-commit-f8ae1177Passed testsPassed testsBoth
stet-2450ca2dPassed testsPassed testsBoth
stet-commit-342d0ac0FailedEquivalent to the merged fixHaiku 5.5 max only
stet-commit-5e075641FailedFailedNeither
stet-commit-2826765eFailedFailedNeither
stet-commit-a8716b88FailedFailedNeither
stet-commit-30506f8eFailedFailedNeither
stet-commit-87814583FailedFailedNeither
stet-commit-d2ab0c25FailedFailedNeither
stet-commit-e41c2e2dFailedFailedNeither
stet-commit-e928166fFailedFailedNeither

Side by side

Side by side
MetricGrok 4.7 HighHaiku 5.5 max
Rank4 of 146 of 14
Stet score63.295% range 52.2–73.258.695% range 47.5–69.0
Solved13/2411 passed, 2 judged equivalent12/249 passed, 3 judged equivalent
Passed review9/249/222 not recorded
Matched merged change9/2410/222 not recorded
Cost / task$5.76$3.85
How cost was recordedestimated from tokensreported by its harness on 23, estimated from tokens on 1
Agent time / task18.9 min58.4 min
Ran inDaytona sandboxDaytona sandbox

Where each setup is the better choice

The leaderboard’s readings on groups of tasks. Each group holds fewer tasks than the overall standings, so treat these as leads to test on your repo.

Changes up to 150 lines

11 tasks

11 tasks whose merged change was 2–149 lines in 1–2 files. The 7 small fixes below are among them.

Changes up to 150 lines
Grok 4.7 HighHaiku 5.5 max
Matched merged change7/117/101 not recorded
Passed review7/117/101 not recorded
Cost / task$2.35$1.18
Agent time / task8.8 min36.3 min

Small fixes

7 tasks

7 tasks whose instructions start with “Fix”. Their merged changes were 4–29 lines in 1–2 files.

Haiku 5.5 max matched the merged change more often: 5 of 7 to Grok 4.7 High’s 4.

Small fixes
Grok 4.7 HighHaiku 5.5 max
Matched merged change4/75/7
Passed review4/75/7
Cost / task$1.85$1.15
Agent time / task8.1 min34.6 min

Larger changes

13 tasks

13 tasks whose merged change ran over 150 lines or more than 3 files: 113–1,420 lines in 2–19 files.

Larger changes
Grok 4.7 HighHaiku 5.5 max
Matched merged change2/133/121 not recorded
Passed review2/132/121 not recorded
Cost / task$8.64$6.11
Agent time / task27.5 min77.1 min

See which setup wins on your repo

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