Compare / Muse Wonder vs GPT-5.4 mini

Muse Wonder vs GPT-5.4 mini

Which is cheaper, which is more capable, and which does better at each kind of work, from 10 results on 2 sources that measured both models.

MetaMuse Wonder Released 12 Oct 2026 · $4.00 in · $20.00 out
OpenAIGPT-5.4 mini Released 17 Mar 2026 · $0.75 in · $4.50 out
Muse Wonder wins 52 too close to callGPT-5.4 mini wins 3

Of the 10 results both models have, the better value on each. Results whose reported ranges overlap are too close to call.

Results as of 14 October 2026 (catalogue release 2026-10-14-7d7cf32c3f6d). See also Meta vs OpenAI, every model from both labs.

Muse Wonder or GPT-5.4 mini? The short answer

Pick Muse Wonder if quality matters most: it scores higher (Intelligence Index 52.4 against 24.1). Pick GPT-5.4 mini if cost matters more: it costs 3.2 times less per game of bullet chess on BulletBench.

  • GPT-5.4 mini is cheaper to run: $0.021 against $0.066 per game of bullet chess on BulletBench (3.2 times less).
  • Muse Wonder scores higher on the Artificial Analysis Intelligence Index: 52.4 against 24.1.
  • Muse Wonder is newer: released 12 Oct 2026, against 17 Mar 2026 for GPT-5.4 mini.
  • On third-party benchmarks, on the results both models have: Muse Wonder does better for agents and tool use and reasoning and knowledge.

Head to head

52.4
Intelligence Index
24.1
$8.00
Price per million tokens, blendedlower is better
$1.69
1,048,576
Context window, tokens
400,000

Every fact side by side

Muse WonderGPT-5.4 mini
Price per million tokens$4.00 in · $20.00 out$0.75 in · $4.50 out
Blended (3 in : 1 out)$8.00$1.69
Cheapest host, blended–$1.69 (Azure)
Cost per game of bullet chess (BulletBench)$0.066$0.021
Cached input, per million$0.20 cached input$0.075 cached input
Intelligence Index52.424.1
Spring Prompt overall71–
Output speed, tokens a second117–
Context window1,048,576 tokens400,000 tokens
Released12 Oct 2026 (newer)17 Mar 2026
WeightsClosedClosed
Developer based inthe USthe US

Prices are the developer's list price where we have read it, otherwise the typical host on OpenRouter; see every model's price. Intelligence and speed from Artificial Analysis.

Which is better for what

Each model's rank among the models on sale today, for each kind of work, from our own benchmarks and licensed sources. Further right is better; the better rank is in green.

Product listingsTurning a sparse product feed and photos into listings that can go live 4 of 22 not measured
Decks from an analysisTurning a finished analysis into a deck you could present as it is 8 of 21 not measured
User surveysPlanning a user survey and reading its results without being misled 2 of 10 not measured
Marketing planningPlanning a year of ad spend without overspending 11 of 21 not measured
Agents and tool useMulti-step tasks with tools: support desks, coding agents, function calls 8 of 166 58 of 166
Reasoning and knowledgeHard questions across science, maths and general knowledge 7 of 200 73 of 200
WritingWhat people prefer in blind comparisons, and judged writing quality not measured 59 of 189
Sticking to the factsSummarising without inventing things, and factual answers not measured 67 of 153
Speed under pressureGood decisions against a real clock (fast chess) 12 of 25 14 of 25

From our research

Every shared result

Each model's best result on every measure both have, grouped by benchmark, with the setting that produced it. Under each measure, every model that benchmark has measured is a grey tick, best to the right, so you can see where the two sit in the field. The headline measures of each benchmark come first; the rest are under "Show all". Green marks the better value; where a source reports ranges that overlap, neither is marked.

MeasureMuse WonderGPT-5.4 mini
BulletBench measured by Spring Prompt · 3 results
Cost per game · Bullet 60sUS dollars, lower is better 29 · 22 of 30 measured $0.0663minimal reasoning $0.0205no reasoning
Ladder Elo · Bullet 60sladder Elo, higher is better 19 · 25 of 30 measured 409minimal reasoning 197no reasoning
Games lost on time · Bullet 60s% of games, lower is better 23 · 19 of 30 measured 58.3%minimal reasoning 50.0%no reasoning
Artificial Analysis reported by Artificial Analysis · 3 results
Artificial Analysis Intelligence Indexindex score, higher is better 6 · 82 of 244 measured 52.4max reasoning 24.1xhigh reasoning
Humanity's Last Exam% of questions, higher is better 9 · 83 of 243 measured 50.1%max reasoning 28.1%xhigh reasoning
Terminal-Bench 4.0% of tasks, higher is better 7 · 49 of 113 measured 52.0%max reasoning 2.0%xhigh reasoning
Show all 10 results (4 more)
MeasureMuse WonderGPT-5.4 mini
BulletBench measured by Spring Prompt · 2 results
Invalid moves · Bullet 60s% of moves, lower is better 1 · 1 of 30 measured 0.0%minimal reasoning 0.0%no reasoning
Median move time · Bullet 60smilliseconds, lower is better 25 · 13 of 30 measured 1.9 sminimal reasoning 0.9 sno reasoning
Artificial Analysis reported by Artificial Analysis · 2 results
Long-context reasoning (AA-LCR)% of questions, higher is better 33 · 71 of 234 measured 80.7%max reasoning 77.0%xhigh reasoning
SciCode% of problems, higher is better 7 · 37 of 114 measured 60.3%max reasoning 52.1%xhigh reasoning

Quick answers

Is Muse Wonder better than GPT-5.4 mini?

Pick Muse Wonder if quality matters most: it scores higher (Intelligence Index 52.4 against 24.1). Pick GPT-5.4 mini if cost matters more: it costs 3.2 times less per game of bullet chess on BulletBench.

Which is cheaper, Muse Wonder or GPT-5.4 mini?

GPT-5.4 mini is cheaper to run: $0.021 against $0.066 per game of bullet chess on BulletBench (3.2 times less).

Which is better for agents and tool use, Muse Wonder or GPT-5.4 mini?

Muse Wonder ranks 8 of 166 models on sale for multi-step tasks with tools: support desks, coding agents, function calls, against 58 for GPT-5.4 mini.

Which is better for reasoning and knowledge, Muse Wonder or GPT-5.4 mini?

Muse Wonder ranks 7 of 200 models on sale for hard questions across science, maths and general knowledge, against 73 for GPT-5.4 mini.

Which is better for speed under pressure, Muse Wonder or GPT-5.4 mini?

Muse Wonder ranks 12 of 25 models on sale for good decisions against a real clock (fast chess), against 14 for GPT-5.4 mini.

Which has the bigger context window, Muse Wonder or GPT-5.4 mini?

Muse Wonder: 1,048,576 tokens, against 400,000 for GPT-5.4 mini.

Run Muse Wonder and GPT-5.4 mini on your own prompt

Benchmarks aren't your data. Try both side by side in the playground, with the cost of every answer.