Muse Spark 1.2 vs Qwen3.8 Max

Model Markets Rankings

Intelligence, Cost, and Efficiency

All rankings →
RankingMuse Spark 1.2Qwen3.8-Max
CostLower is better · Published-token output estimateUnrankedNot in the 36-model eligible cohort#19 of 36$0.107 per LiveBench case

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

BenchmarkMuse Spark 1.2Qwen3.8-Max
LMArena Agent Arenaagent-2026-08-31-011508720696 · outcome_score · leader0.9795% of row best · score · Muse Spark 1.2 (xHigh); 95% CI [-0.15615379, 2.09143176]; sessions 18416; observations 735300; rank 296.01100% of row best · score · Qwen3.8 Max; 95% CI [4.88117795, 7.13339178]; sessions 18386; observations 1372080; rank 14
LMArena Text Arenatext-2026-09-01-011508720696 · arena_rating · statistical tie1,488.47100% of row best · rating · muse-spark-1.2 (xHigh); 95% CI [1478.00612479, 1498.93408698]; votes 3244; rank 81,479.5699% of row best · rating · qwen3.8-max; 95% CI [1473.34740586, 1485.77213629]; votes 13136; rank 12
LMArena Vision Arenavision-2026-08-27-011508720696 · arena_rating · statistical tie1,304.1299% of row best · rating · muse-spark-1.2 (xHigh); 95% CI [1289.37421867, 1318.87511042]; votes 1844; rank 121,312.86100% of row best · rating · qwen3.8-max; 95% CI [1304.57707433, 1321.13715544]; votes 7244; rank 6
LiveBench2026-06-25 · overall · statistical tie81.88100% of row best · percent · muse-spark-1.2-xhigh · 18,700 output tokens / case81.88100% of row best · percent · qwen3.8-max · 21,637 output tokens / case
Overall ResultCounted from the protocol-matched rows above · 3 ties0 benchmark wins1 benchmark winOverall 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
Meta · previewMuse Spark 1.2Verified Sep 3, 2026
Qwen · activeQwen3.8 MaxVerified Aug 29, 2026

Technical Differences

Side-by-Side Facts

Indexable
FieldMuse Spark 1.2Qwen3.8-Max
DeveloperMetaQwen
FamilyMuse SparkQwen3 8 Max
ModelMuse Spark 1.2Qwen3.8-Max
VersionMuse Spark 1.2Qwen3.8-Max
Lifecyclepreviewactive
Released2026-08-05Unknown
Knowledge cutoffUnknownUnknown
Input modalitiesText, Image, Video, AudioText, Image, Video
Output modalitiesTextText
Context windowUnknown1,000K
Total parametersUnknown2.4T
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsNoNo
API availableYesYes
Self-hostableNoNo
Provider accessUnknownAlibaba Cloud Model Studio (Standard), Deepinfra (Standard), Fireworks Ai (Standard), Openrouter (Standard)
Capabilitieschat, computer-use, generation, reasoning, research, structured_outputs, toolsagents, chat, reasoning, structured_outputs, tools, vision

11 comparable fields · 7 material differences · Pair passes the primary-source comparison gate

Muse Spark 1.2 Capabilities

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

Qwen3.8 Max Capabilities

agentschatreasoningstructured outputstoolsvision
Input price$1.65
Output price$4.951
Serving providers4
Canonical IDqwen/qwen3.8-max

Internal Comparison Graph

Related Comparisons

All image comparisons →
APairBContext
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vscross-developer peersimage, text, video
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Primary Evidence

Sources and Freshness

Questions

Muse Spark 1.2 vs Qwen3.8 Max FAQs

Is Muse Spark 1.2 or Qwen3.8 Max better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Muse Spark 1.2 and Qwen3.8 Max, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Muse Spark 1.2 or Qwen3.8 Max?+

Only Qwen3.8 Max has a directly sourced input price: $1.65 per million tokens. Only Qwen3.8 Max has a directly sourced output price: $4.951 per million tokens.

Which has a larger context window, Muse Spark 1.2 or Qwen3.8 Max?+

Neither model has a larger sourced context window in this comparison. Muse Spark 1.2 is — and Qwen3.8 Max is 1,000K.

Which performs better in benchmarks, Muse Spark 1.2 or Qwen3.8 Max?+

There is no overall benchmark winner: An overall winner requires at least two decisive benchmarks from at least two original publishers.

Can Muse Spark 1.2 or Qwen3.8 Max be self-hosted?+

Both models have the same recorded self-hosting status: unsupported. Muse Spark 1.2 is not marked open weight; Qwen3.8 Max is not marked open weight.

Can Muse Spark 1.2 and Qwen3.8 Max understand images?+

Muse Spark 1.2 is documented with image input; Qwen3.8 Max is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Muse Spark 1.2 or Qwen3.8 Max?+

Neither has a larger sourced maximum output. Muse Spark 1.2 is — and Qwen3.8 Max is 131K.

Do Muse Spark 1.2 and Qwen3.8 Max support reasoning and tool use?+

Muse Spark 1.2: reasoning, tool calling, and image input. Qwen3.8 Max: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, Muse Spark 1.2 or Qwen3.8 Max?+

Muse Spark 1.2 has 0 sourced provider routes; Qwen3.8 Max has 4, so Qwen3.8 Max has broader tracked availability.

Which offers better value, Muse Spark 1.2 or Qwen3.8 Max?+

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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