Muse Spark 1.2 vs Qwen3.8 Flash

At a Glance

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Intelligence, Cost, and Efficiency
CostLower is better · Published-token output estimateUnrankedNot in the 44-model eligible cohort#4 of 44$0.021 per LiveBench case
Pricing and Limits
Input priceFrom · USD / 1M tokensNot reported$0.113Deepinfra · Sep 21, 2026
Output priceFrom · USD / 1M tokensNot reported$0.382Deepinfra · Sep 21, 2026
Context windowMaximum documented tokensNot reported1,000K
Model facts checkedSep 3, 2026View model evidence →Aug 29, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Available Benchmarks

All benchmark results →
BenchmarkMuse Spark 1.2Qwen3.8-Flash
LMArena Agent Arenaagent-2026-09-15-d25aabda0010 · outcome_score · leader-1.7798% of row best · score · Muse Spark 1.2 (xHigh); 95% CI [-2.69255217, -0.84918781]; sessions 33094; observations 1437075; rank 32-0.07100% of row best · score · Qwen3.8 Flash Next; 95% CI [-0.83684609, 0.68718675]; sessions 57458; observations 7278343; rank 26
LiveBench2026-06-25 · overall · leader81.88100% of row best · percent · muse-spark-1.2-xhigh · 18,700 output tokens / case79.1297% of row best · percent · qwen3.8-flash-next · 54,438 output tokens / case
Overall ResultCounted from the protocol-matched rows above1 benchmark winNo overall winner1 benchmark winNo overall winner

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

Side-by-Side Facts

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

Muse Spark 1.2 Capabilities

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

Qwen3.8 Flash Capabilities

agentschatcomputer-usereasoningstructured outputstoolsvision
Serving providers4
Canonical IDqwen/qwen3.8-flash

Primary Evidence

Sources and Freshness

Questions

Muse Spark 1.2 vs Qwen3.8 Flash FAQs

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

This comparison does not currently contain a protocol-matched coding benchmark for both Muse Spark 1.2 and Qwen3.8 Flash, 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 Flash?+

Only Qwen3.8 Flash has a directly sourced input price: $0.113 per million tokens. Only Qwen3.8 Flash has a directly sourced output price: $0.382 per million tokens.

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

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

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

There is no overall benchmark winner: The verified common benchmarks do not produce a majority winner.

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

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

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

Muse Spark 1.2 is documented with image input; Qwen3.8 Flash 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 Flash?+

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

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

Muse Spark 1.2: reasoning, tool calling, and image input. Qwen3.8 Flash: 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 Flash?+

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

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

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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