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Put up to 4 models beside each other — token prices, context windows, capabilities and provider, from the same catalogue the model pages read.

  1. Olmo 3 32B ThinkAllen AIRemove
  2. Muse Spark OpenMetaRemove
olmo-3-32b-think vs muse-spark-open
AttributeOlmo 3 32B Thinkolmo-3-32b-thinkMuse Spark Openmuse-spark-open
Pricing
Input$0.30 / 1M$1.25 / 1M
Output$0.45 / 1M$4.25 / 1M
Cache Write (5m)$0.30 / 1M$1.25 / 1M
Cache Write (1h)$0.30 / 1M$1.25 / 1M
Cache Read$0.30 / 1M$1.25 / 1M
Web Search$0 / 1M$0 / 1M
Context
Max context65.5K1M
Max outputN/AN/A
Capabilities
VisionNoYes
Function CallingYesYes
JSON ModeYesYes
StreamingYesYes
Catalogue
ProviderAllen AIMeta
Categorychatchat
Charge typePay As You GoPay As You Go
Released——
Description
SummaryOlmo 3.1 32B Think is a 32B-parameter reasoning model built for complex, multi-step logic and advanced instruction following. It improves on earlier Olmo versions with more refined reasoning and stronger performance on challenging evaluations, and — as part of AI2’s open initiative — it's fully transparent and released under Apache 2.0 with open weights, code, and training details.Muse Spark Open is an open-weight, coding-optimized model designed for agentic software engineering workflows. It delivers strong first-attempt accuracy, reliable tool calling, and deep codebase understanding, enabling effective development across real-world repositories. Optimized for autonomous coding agents, complex code navigation, and tool-driven development, Muse Spark Open is well suited for software engineering automation, debugging, code generation, and multi-step coding workflows where accuracy and reliable execution are essential.