Model leaderboard

Every model runs the same Glif tests. Scores come from 2,042 blind votes by 10 Glif team members, plus 1,279 AI judge scores, each counting as half a vote. Each kind of task has its own board.

Score out of 100: how often people would pick this model's output over an average model's on the same tests. 50 is average.

How we score

Every model runs the same Glif tests. Team members see two outputs side by side without the model names and pick the one that better fits the test, or call it a tie. An AI judge also scores every output from 0 to 10.

A Bradley-Terry fit turns all those head-to-head results into one rating per model. Ties count as half a win, and each AI judge score counts as half a vote.

The score is the predicted chance people prefer this model's output to the average model's on the same board, so 50 is average. A board is one kind of task, like text-to-image. Scores only compare models on the same board.

The 90% range comes from resampling the votes and refitting many times. Overlapping ranges are close to a tie. A model ranks once it has 20 votes' worth of ratings on a board. Until then it shows no score, only how close it is.

Bars show each score’s 90% range. Overlapping bars are close to a tie.

Hide vote counts

Image · Brand and text rendering

174 team votes on 6 tests. A model ranks once it has 20 votes’ worth of ratings here.

Score (50 is average)
Credits per run, log scale
Vertical lines show each model’s 90% score range. Horizontal lines show its estimated cost range. Highlighted are the Glif defaults: GPT Image 2.5, Muse Image, Ideogram V4.5.

  1. 1

    GPT Image 2.5Glif default

    90% range 76–89
    Wins 48 / Losses 9 / Ties 3 · 60 team votes · 8 AI judge scores

    81 out of 100, 90% range 76 to 89

  2. 2

    Nano Banana Pro

    90% range 55–79
    Wins 10 / Losses 9 / Ties 5 · 24 team votes · 8 AI judge scores

    66 out of 100, 90% range 55 to 79

  3. 3

    Muse ImageGlif default

    90% range 46–76
    Wins 9 / Losses 6 / Ties 4 · 19 team votes · 7 AI judge scores

    61 out of 100, 90% range 46 to 76

  4. 4

    FLUX.2 Flex

    90% range 41–73
    Wins 9 / Losses 12 / Ties 2 · 23 team votes · 7 AI judge scores

    57 out of 100, 90% range 41 to 73

  5. 5

    Ideogram V4.5Glif default

    90% range 46–70
    Wins 14 / Losses 14 / Ties 5 · 33 team votes · 5 AI judge scores

    57 out of 100, 90% range 46 to 70

  6. 6

    Grok Imagine Image

    90% range 12–32
    Wins 1 / Losses 20 / Ties 2 · 23 team votes · 7 AI judge scores

    21 out of 100, 90% range 12 to 32

Not ranked yet (9)