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AI model rankings · Vision

MMLU-Pro Leaderboard — Vision AI Models Ranked by MMLU-Pro Score

GPT-6 Astra leads on MMLU-Pro with 88.3%, ahead of Gemini 3.1 Pro (Preview) (85.6%) across the 29 Vision models we track. MMLU-Pro is a harder, reasoning-heavy multiple-choice exam covering 14 academic and professional domains. The list spans 3 providers. The lowest-cost option is Gemini 2.5 Flash-Lite ($0.18 blended per 1M tokens) and the longest context is GPT-6 Astra (1.1M).

Updated October 2026 · 29 models · 3 providers · prices per 1M tokens

Top 3 Vision Models

  1. #1OpenAI

    GPT-6 Astra

    88.3%

    MMLU-Pro %

    Input
    $10
    Context
    1.1M
  2. #2Google

    Gemini 3.1 Pro (Preview)

    85.6%

    MMLU-Pro %

    Input
    $2
    Context
    1M
  3. #3OpenAI

    GPT-6 Sol

    84.6%

    MMLU-Pro %

    Input
    $2
    Context
    1.1M

Vision Models Ranking

29 of 29
Input /1M
$10
Output /1M
$50
Context
1.1M
AA Intelligence
52.7
DesignArena Elo
1384
Arena Elo
1288
MMLU-Pro
88.3
Blended
$20.00
Trend
0%
Input /1M
$2
Output /1M
$10
Context
1.1M
AA Intelligence
47.6
DesignArena Elo
1300
Arena Elo
1266
MMLU-Pro
84.6
Blended
$4.00
Trend
0%
Input /1M
$1.25
Output /1M
$10
Context
1M
AA Intelligence
16.1
DesignArena Elo
1156
Arena Elo
1255
MMLU-Pro
82.8
Blended
$3.44
Trend
-13%
Input /1M
$21
Output /1M
$168
Context
400K
AA Intelligence
—
DesignArena Elo
—
Arena Elo
1255
MMLU-Pro
82.8
Blended
$57.75
Trend
0%
Input /1M
$2
Output /1M
$10
Context
1.1M
AA Intelligence
47
DesignArena Elo
1320
Arena Elo
1255
MMLU-Pro
82.8
Blended
$4.00
Trend
33%
Input /1M
$3
Output /1M
$15
Context
200K
AA Intelligence
16.6
DesignArena Elo
1145
Arena Elo
1250
MMLU-Pro
81.9
Blended
$6.00
Trend
0%
Input /1M
$0.75
Output /1M
$3.75
Context
1M
AA Intelligence
40.9
DesignArena Elo
1309
Arena Elo
1244
MMLU-Pro
81
Blended
$1.50
Trend
0%
Input /1M
$1.75
Output /1M
$14
Context
400K
AA Intelligence
30.4
DesignArena Elo
—
Arena Elo
1239
MMLU-Pro
80
Blended
$4.81
Trend
0%
Input /1M
$2
Output /1M
$12
Context
1.1M
AA Intelligence
42.1
DesignArena Elo
1245
Arena Elo
1233
MMLU-Pro
79.1
Blended
$4.50
Trend
0%
Input /1M
$0.75
Output /1M
$3.75
Context
1M
AA Intelligence
39.1
DesignArena Elo
1313
Arena Elo
1228
MMLU-Pro
78.2
Blended
$1.50
Trend
0%
Input /1M
$1.25
Output /1M
$10
Context
400K
AA Intelligence
24.7
DesignArena Elo
—
Arena Elo
1228
MMLU-Pro
78.2
Blended
$3.44
Trend
0%
Input /1M
$0.75
Output /1M
$3.75
Context
1M
AA Intelligence
34
DesignArena Elo
1293
Arena Elo
1217
MMLU-Pro
76.4
Blended
$1.50
Trend
0%
Input /1M
$1.5
Output /1M
$9
Context
1M
AA Intelligence
32.6
DesignArena Elo
1269
Arena Elo
1211
MMLU-Pro
75.4
Blended
$3.38
Trend
0%

Showing 15 of 29

Compare the leaders

How this ranking works

Benchmark is an aggregate 0–100 quality score. Blended price assumes a 3:1 input-to-output token mix. Trend compares the latest blended price with the oldest in our 6-month history.

This page sorts by mmlu-pro %. Use the panel on the right to switch ranking or category — every combination has its own page.

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