How each model did
Ranked by our pick, then checks passed, then cost. Time and cost count every try; each dot is one check, in the order listed below (filled: passed, half: partly, empty: failed). Click a model for its notes.
Notes on each answer
A white cake on a cake board on a wooden table. A shell border is piped round the edge, then rosettes in pink and lilac, then "Happy Birthday" in raised pink script. The ridges in the shells and rosettes read as buttercream, and the light rakes across them as you move the pointer. 4.4 minutes, $0.52.
4.4 min · 25,884 output tokens (17,409 thinking) · $0.518
2
Muse Wonder Full
3 of 4
Made in Muse Code, not over the API: Full could screenshot its own work and fix it, and took 2 rounds. Elegant and in a sensible order: a crumb coat spread first, then the shell border, rosettes and the writing. But it is white on white, so the shells and rosettes barely show against the cake, and all the colour is in the pink lettering, which looks slightly doubled. The light catches the shells a little.
- ◐ The buttercream looks piped, with ridges from the nozzle (partly)
- ◐ The light follows the pointer across the icing (partly)
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A cream cake on a plate with a border of pink shells, pink rosettes, "Happy Birthday" in pink script and scattered sprinkles. Cheerful, but the icing is flat colour with little body, and the light changes little. Our first two requests were refused before it wrote anything (by our account's credit limit, then over a thinking setting this endpoint does not take); the third finished, and a duplicate request from our script asked once more, which is the answer shown. The two answers took 2.6 minutes and cost $0.44.
- ◐ The buttercream looks piped, with ridges from the nozzle (partly)
- ◐ The light follows the pointer across the icing (partly)
86 s · 10,469 output tokens (2,424 thinking) · $0.210 for this answer; 2.6 min and $0.436 over 4 tries
Took 4 tries: failed at 943,718 tokens; failed at 943,718 tokens, low thinking; finished at 128,000 tokens; finished at 128,000 tokens.
One answer per model, at each model's default settings unless the card says otherwise, through OpenRouter. If an answer ran out of room or stopped short, we asked again with more room, then with thinking off, and say so. This is a quick look, not a benchmark: run it again and every answer will differ. For measured results, see our benchmarks.
How we pick. Claude Opus 5.5 tried every answer (clicking, dragging and playing it in a browser), marked the checks and drafted the notes. Our pick is a judgement among the answers with the most checks passed, not a score: the checks show what works, the pick is which of those we would rather use. Opus is an Anthropic model, and Claude answers are our pick in 17 of 28 tests, so weigh Claude picks with that in mind. GPT-6.1 Sol, shown anonymised stills and our check marks, put Claude Opus 5.5 first for convincing nozzle ridges and raised lettering, then Muse Wonder, then Muse Wonder Full, whose piping it found pale and washed out. We agree.
What we checked, by trying each answer ourselves: Pipes in a believable order: border, rosettes and the writing; The buttercream looks piped, with ridges from the nozzle; "Happy Birthday" is written in icing and easy to read; The light follows the pointer across the icing. A partial pass counts as half.
Verdict
Claude Opus 5.5's cake looks piped: shells and rosettes with body and ridges, raised pink lettering, and light that rakes across them. Muse Wonder's pink cake is the most fun but flat. Muse Wonder Full, after two rounds in Muse Code, makes the most careful process, starting with a crumb coat, but its pale icing disappears into the cake.