MiniMax M3 vs Muse Spark 1.2

Model Markets Rankings

Intelligence, Cost, and Efficiency

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RankingMiniMax-M3Muse Spark 1.2
CostLower is better · Published-token output estimate#4 of 36$0.017 per LiveBench caseUnrankedNot in the 36-model eligible cohort

Ranks come from the current complete eligible cohorts. Green highlights appear only when both models are ranked in the same metric. Missing required inputs remain unranked, and the three dimensions are not collapsed into an overall winner.

Benchmark Performance

Available Benchmarks

BenchmarkMiniMax-M3Muse Spark 1.2
LMArena Text Arenatext-2026-09-01-011508720696 · arena_rating · leader1,435.2096% of row best · rating · minimax-m3; 95% CI [1430.86827835, 1439.53977389]; votes 44544; rank 771,488.47100% of row best · rating · muse-spark-1.2 (xHigh); 95% CI [1478.00612479, 1498.93408698]; votes 3244; rank 8
LMArena Vision Arenavision-2026-08-27-011508720696 · arena_rating · leader1,255.4296% of row best · rating · minimax-m3; 95% CI [1247.93588333, 1262.90862002]; votes 13390; rank 441,304.12100% of row best · rating · muse-spark-1.2 (xHigh); 95% CI [1289.37421867, 1318.87511042]; votes 1844; rank 12
LiveBench2026-06-25 · overall · leader70.2686% of row best · percent · minimax-m3 · 15,530 output tokens / case81.88100% of row best · percent · muse-spark-1.2-xhigh · 18,700 output tokens / case
Overall ResultCounted from the protocol-matched rows above0 benchmark wins3 benchmark winsOverall lead

Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.

FieldAt a Glance
MiniMax · activeMiniMax M3Verified Aug 28, 2026
Meta · previewMuse Spark 1.2Verified Sep 3, 2026

Technical Differences

Side-by-Side Facts

Indexable
FieldMiniMax-M3Muse Spark 1.2
DeveloperMiniMaxMeta
FamilyMinimax M3Muse Spark
ModelMiniMax-M3Muse Spark 1.2
VersionMiniMax-M3Muse Spark 1.2
Lifecycleactivepreview
Released2026-06-012026-08-05
Knowledge cutoffUnknownUnknown
Input modalitiesText, ImageText, Image, Video, Audio
Output modalitiesTextText
Context window1,049KUnknown
Total parameters427BUnknown
Active parameters23BUnknown
LicenseotherUnknown
Open weightsYesNo
API availableYesYes
Self-hostableYesNo
Provider accessDeepinfra (Standard), Fireworks Ai (Standard), Hugging Face (Standard), Openrouter (Standard), Together Ai (Standard)Unknown
Capabilitieschat, generation, reasoning, toolschat, computer-use, generation, reasoning, research, structured_outputs, tools

12 comparable fields · 10 material differences · Pair passes the primary-source comparison gate

MiniMax M3 Capabilities

chatgenerationreasoningtools
Input price$0.28
Output price$1.10
Serving providers5
Canonical IDMiniMaxAI/MiniMax-M3

Muse Spark 1.2 Capabilities

chatcomputer-usegenerationreasoningresearchstructured outputstools
Input price
Output price
Serving providers0
Canonical IDmeta-llama/muse-spark-1.2

Internal Comparison Graph

Related Comparisons

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Primary Evidence

Sources and Freshness

Questions

MiniMax M3 vs Muse Spark 1.2 FAQs

Is MiniMax M3 or Muse Spark 1.2 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both MiniMax M3 and Muse Spark 1.2, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, MiniMax M3 or Muse Spark 1.2?+

Only MiniMax M3 has a directly sourced input price: $0.28 per million tokens. Only MiniMax M3 has a directly sourced output price: $1.10 per million tokens.

Which has a larger context window, MiniMax M3 or Muse Spark 1.2?+

Neither model has a larger sourced context window in this comparison. MiniMax M3 is 1,049K and Muse Spark 1.2 is —.

Which performs better in benchmarks, MiniMax M3 or Muse Spark 1.2?+

Muse Spark 1.2 leads the current overall benchmark count. The result uses 3 protocol-matched benchmarks from 2 publishers; it is not a universal quality score.

Can MiniMax M3 or Muse Spark 1.2 be self-hosted?+

MiniMax M3 is the only model in this pair currently marked as self-hostable. MiniMax M3 is open weight; Muse Spark 1.2 is not marked open weight.

Can MiniMax M3 and Muse Spark 1.2 understand images?+

MiniMax M3 is documented with image input; Muse Spark 1.2 is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, MiniMax M3 or Muse Spark 1.2?+

Neither has a larger sourced maximum output. MiniMax M3 is — and Muse Spark 1.2 is —.

Do MiniMax M3 and Muse Spark 1.2 support reasoning and tool use?+

MiniMax M3: reasoning, tool calling, and image input. Muse Spark 1.2: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, MiniMax M3 or Muse Spark 1.2?+

MiniMax M3 has 5 sourced provider routes; Muse Spark 1.2 has 0, so MiniMax M3 has broader tracked availability.

Which offers better value, MiniMax M3 or Muse Spark 1.2?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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