LLMTier
Menu

Axis leaderboard / SEO and GEO / two boards

SEO and GEO

Server rendered HTML bytes with JavaScript disabled, LCP, CLS and structured data output. Shown as two separate tables, one per board: an index score, subscore or rank on one board is never comparable to the other.

Full-stack app builders: ranked by seo and geo

Ordered by axis subscore, highest first, within this board's own cohort.

Full grid
SEO and GEO, Full-stack app builders
#ToolSEO and GEOHTML no JSLCP msCLSComposite
1Totalum logoTotalum
95.0
41.0 KB1,4800.02089.48
2v0 logov0
76.0
27.0 KB1,6200.04078.31
3Lovable logoLovable
75.0
18.0 KB2,1400.06080.54
4Firebase Studio logoFirebase StudioSunsets Mar 2027
73.0
22.0 KB1,9800.05080.92
5Dyad logoDyad
72.0
20.0 KB1,8800.04067.49
6Floot logoFloot
70.0
19.0 KB2,0200.05068.66
7Anything logoAnything
68.0
18.0 KB1,9600.05069.97
8Bolt.new logoBolt.new
66.0
12.0 KB2,4600.09074.68
9Softgen logoSoftgen
66.0
17.0 KB2,1800.06069.48
10Base44 logoBase44
64.0
14.0 KB2,3200.08073.05
11Trickle logoTrickle
63.0
15.0 KB2,2600.07058.11
12Replit logoReplit
62.0
9.0 KB2,8800.12075.47
13bolt.diy logobolt.diy
62.0
15.0 KB2,3200.08059.85
14YouWare logoYouWare
61.0
14.0 KB2,1200.07058.53
15Zite logoZite
60.0
10.0 KB2,7400.11061.06
16Emergent logoEmergent
58.0
8.0 KB3,1200.14068.68
17Bind AI logoBind AI
58.0
13.0 KB2,2400.07065.59
18Rocket.new logoRocket.new
57.0
7.0 KB3,2600.16062.12
19Caffeine logoCaffeine
48.0
6.0 KB2,8400.11062.08
20CatDoes logoCatDoes
42.0
8.0 KB2,4600.09056.99

Coding agents: ranked by seo and geo

Ordered by axis subscore, highest first, within this board's own cohort.

Full grid
SEO and GEO, Coding agents
#ToolSEO and GEOHTML no JSLCP msCLSComposite
1Claude Code logoClaude Code
62.0
26.0 KB1,6800.03079.72
2Kiro logoKiro
60.0
22.0 KB1,8000.04075.67
3Cursor logoCursor
58.0
24.0 KB1,7200.03077.92
4Augment Code logoAugment Code
58.0
22.0 KB1,8000.04075.63
5Antigravity logoAntigravity
58.0
22.0 KB1,8200.04071.37
6Cline logoCline
57.0
21.0 KB1,8600.04070.66
7Amp logoAmp
56.0
20.0 KB1,8400.04073.35
8Factory logoFactory
56.0
19.0 KB1,9400.05071.48
9OpenHands logoOpenHands
56.0
18.0 KB1,9800.05063.93
10Zed logoZed
55.0
19.0 KB1,7800.04071.13
11Jules logoJules
55.0
21.0 KB1,8600.04068.04
12Codebuff logoCodebuff
55.0
18.0 KB1,9000.05064.51
13Devin logoDevin
54.0
20.0 KB1,9000.05066.64
14Aider logoAider
54.0
17.0 KB1,9200.05065.88
15Trae logoTrae
54.0
18.0 KB1,9600.05061.00
16Roomote logoRoomote
53.0
17.0 KB1,9800.05059.89
17Qodo logoQodo
52.0
16.0 KB2,0000.05066.06

How the seo and geo axis is measured

Full-stack app builders. We fetch the generated marketing page with JavaScript disabled and record the HTML byte count of real text, then measure LCP and CLS on a throttled connection. We also check for a title, meta description, canonical, sitemap, robots policy and any structured data emitted without client rendering.

Coding agents. We fetch the generated marketing page with JavaScript disabled and record the HTML byte count of real text, then measure LCP and CLS on a throttled connection. We also check for a title, meta description, canonical, sitemap, robots policy and any structured data emitted without client rendering.

This axis carries 12 of the 100 index points on the builders board and 12.37 of the 100 index points on the coding agent board. 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 93.3% for the leader of the builders cohort is the context for everything else on the page.

Other axis leaderboards

speedreliabilityapi-mcpdesignvalue