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Axis leaderboard / Speed / weight 7 of 100

Fastest AI app builders

Median wall clock seconds per vibeOps prompt, with the p10 to p90 spread. Wall clock time from submitting a prompt to a deployed, reachable artifact.

Ranked by speed

Ordered by median seconds per prompt, fastest first.

Full grid
Fastest AI app builders
#ToolSpeedp10 / median / p90Spread ratioComposite
1Zed logoZed
100.0
19.8/31.4/54.5
1.74x72.17
2Aider logoAider
79.7
22.5/39.4/75.7
1.92x67.27
3Amp logoAmp
79.1
24.2/39.7/64.4
1.62x74.04
4Cursor logoCursor
58.8
28.7/53.4/82.7
1.55x78.65
5Codebuff logoCodebuff
52.5
36.1/59.8/110.7
1.85x66.89
6v0 logov0
48.2
44.9/65.2/104.1
1.60x74.69
7Claude Code logoClaude Code
47.9
39.9/65.5/100.7
1.54x80.30
8Augment Code logoAugment Code
43.9
44.9/71.6/110.0
1.54x75.92
9Kiro logoKiro
43.4
49.1/72.4/140.4
1.94x76.31
10Antigravity logoAntigravity
39.9
45.0/78.7/123.1
1.56x71.91
11YouWare logoYouWare
39.2
46.3/80.0/143.0
1.79x56.55
12Bolt.new logoBolt.new
38.2
51.8/82.1/136.0
1.66x71.94
13Dyad logoDyad
37.5
54.4/83.8/149.9
1.79x64.77
14Lovable logoLovable
36.9
52.6/85.2/133.1
1.56x77.87
15Trickle logoTrickle
36.1
49.4/87.0/137.1
1.58x55.45
16Convex Chef logoConvex Chef
35.4
51.5/88.7/142.4
1.61x70.50
17Tesslate logoTesslate
34.8
53.4/90.3/168.5
1.87x59.33
18Floot logoFloot
34.5
46.1/91.1/174.2
1.91x66.17
19Base44 logoBase44
33.4
58.8/94.1/161.4
1.72x70.54
20Anything logoAnything
33.4
55.2/94.1/146.8
1.56x67.16
21Cline logoCline
33.0
47.4/95.1/201.7
2.12x71.51
22Bind AI logoBind AI
32.7
53.5/96.0/186.6
1.94x63.18
23Roomote logoRoomote
32.6
54.3/96.4/202.9
2.10x61.04
24Trae logoTrae
32.5
38.2/96.7/167.9
1.74x62.25
25Qodo logoQodo
31.6
66.3/99.3/189.8
1.91x67.13
26Firebase Studio logoFirebase Studio
31.3
65.8/100.3/161.3
1.61x78.06
27Mocha logoMocha
29.8
61.1/105.2/186.8
1.78x55.67
28Totalum logoTotalum
29.5
59.2/106.3/167.6
1.58x87.96
29Rocket.new logoRocket.new
29.3
53.3/107.2/217.0
2.02x60.16
30Softgen logoSoftgen
29.0
65.1/108.4/176.3
1.63x67.30
31Zite logoZite
27.7
60.2/113.4/193.1
1.70x58.78
32bolt.diy logobolt.diy
27.6
59.6/113.8/231.5
2.03x58.17
33Pazi logoPazi
26.0
69.6/120.9/243.9
2.02x56.79
34Replit logoReplit
23.1
92.8/135.7/188.8
1.39x73.42
35CatDoes logoCatDoes
22.9
72.2/137.1/249.0
1.82x55.27
36Emergent logoEmergent
21.7
81.7/144.6/309.3
2.14x66.79
37OpenHands logoOpenHands
21.7
81.4/144.8/269.1
1.86x65.18
38Jules logoJules
21.4
84.4/146.5/292.7
2.00x68.69
39Caffeine logoCaffeine
20.8
76.0/150.6/295.5
1.96x60.10
40Factory logoFactory
19.4
84.8/161.7/350.8
2.17x71.52
41Devin logoDevin
8.9
230.2/353.6/651.4
1.84x66.36

How the speed axis is measured

Timed by the harness, not by the product interface, from request submission to a 200 response on the deployed URL. We publish p10, median and p90 across all recorded executions. The subscore is the fastest median in the cohort divided by the product median, expressed as a percentage.

This axis carries 7 of the 100 index points. Each product completed 5 runs of 9 prompts in this cycle, and the underlying per run data behind every figure on this page is downloadable at /api/runs.json under a CC BY 4.0 licence.

A high score on one axis is not a recommendation. Read it against the composite column on the right and against the axes that matter for the work you have in front of you. Reliability at 71.1% for the leader of this cohort is the context for everything else on the page.

Other axis leaderboards

reliabilityseo-geoapi-mcpdesignvalue