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A · open · Llama / Muse

Llama 4 Maverick

Meta

B · closed · Llama / Muse

Muse Spark 1.2

Meta

0:10

overall capability wins (0 ties across 10 scored). Muse Spark 1.2 leads overall.

  • Reasoning0:4
  • Coding0:2
  • Arena0:1
  • Tool use0:1
  • Composite indices0:2
  • Pricing3:0
  • Speed1:0
  • Specs0:2

Verdict

Muse Spark 1.2 leads coding (widest gap: +72.2 on TermBench); Muse Spark 1.2 ranks higher on LMArena (+173 Elo); Muse Spark 1.2 offers larger context (1.0M vs 1M).

  • Muse Spark 1.2 leads coding (widest gap: +72.2 on TermBench)
  • Muse Spark 1.2 ranks higher on LMArena (+173 Elo)
  • Muse Spark 1.2 offers larger context (1.0M vs 1M)
  • Muse Spark 1.2 allows ~4.0x more max output (131K vs 33K)
  • Llama 4 Maverick ships open weights (Llama 4 Community)
  • Llama 4 Maverick is ~4.8x cheaper on a blended token basis than Muse Spark 1.2

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Llama 4 Maverick
$0.48
Muse Spark 1.2
$2.31

Llama 4 Maverick is about 4.8x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

Meta

Meta

Family

Llama / Muse

Llama / Muse

License

Llama 4 Community

Proprietary

Open weights

Yes

No

Release

Apr 5, 2025

Aug 5, 2026

Knowledge cutoff

-

-

API / provider

Together / Fireworks (ref.)

Meta

Modalities

text, image → text

text, image, video, audio, pdf → text

Specs

Context window

1M

1.0M

B +49K

Max output

33K

131K

B +98K

Parameters

400B (17B act.)

—

—

Pricing

Input $/1M

$0.27

$1.25

A +$0.98

Output $/1M

$0.85

$4.25

A +$3.40

Blended $/1M (3∶1)

$0.42

$2

A +$1.58

Speed

tok/s

95

95

tie

TTFT (s)

0.35

0.38

A +0.03

Reasoning

MMLU-Pro

80.5

—

—

GPQA Diamond

67.1

90.4

B +23.3 pts

Humanity's Last Exam

4.9

45.5

B +40.6 pts

AIME 2025

19.3

—

—

MATH-500

88.9

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

24.9

45.4

B +20.5 pts

AA-LCR v1.1

50.0

79.0

B +29.0 pts

CritPt

—

17.7

—

MMMU-Pro

62.1

—

—

IFBench

43.0

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

21.0

—

—

SWE-bench Pro

5.2

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

43.4

—

—

Terminal-Bench 2.1

7.9

80.1

B +72.2 pts

Aider Polyglot

15.6

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

49.7

—

—

SciCode

31.7

57.4

B +25.7 pts

CursorBench

—

—

—

SWE-Rebench

11.0

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

55.0

—

WebDev Arena

—

1,535

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,327

1,500

B +173 Elo

Llama 4 Maverick

Context
1M / 33K out
Parameters
400B (17B act.)
Price
$0.27 / $0.85
Speed
95 tok/s · 0.35s TTFT
Modalities
text, image → text
License
Llama 4 Community

Meta's open multimodal MoE flagship - 400B total / 17B active with 1M context.

Muse Spark 1.2

Context
1.0M / 131K out
Parameters
—
Price
$1.25 / $4.25
Speed
95 tok/s · 0.38s TTFT
Modalities
text, image, video, audio, pdf → text
License
Proprietary

Co-trained with Muse Code for higher first-attempt accuracy and more reliable tool calling — 1M context coding-focused upgrade; Meta Model API at $1.25/$4.25 (contributor tier $0.10/$0.20).

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

GPQA: B +23.3HLE: B +40.6AA-LCR: B +29.0Omniscience Acc.: B +20.5

Coding

TermBench: B +72.2SciCode: B +25.7

Tool use & function calling

τ³-Banking: B +31.1

Arena

Arena Elo: B +173

Composite indices

AA Index: B +37.5AA Index v4.3: B +30.5

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