As of August 20, 2026, Muse Glimmer-30B is 98% cheaper per million tokens than o3-pro. Muse Glimmer-30B is $0.35 / $1.50 per million input/output tokens versus o3-pro at $20.00 / $80.00. Sources: https://llama.meta.com/ and https://developers.openai.com/api/docs/pricing
Sources: Meta pricing (https://llama.meta.com/); OpenAI API pricing (https://developers.openai.com/api/docs/pricing)
Muse Glimmer-30B
Meta
Input
$0.35
Output
$1.50
o3-pro
OpenAI
Input
$20.00
Output
$80.00
Token pricing, specs, and benchmarks side by side
Muse Glimmer-30Bo3-proVerdict
Both models are closely matched on benchmarks. Muse Glimmer-30B has the pricing advantage, making it the better value unless o3-pro's specific capabilities are critical to your workflow.
As of August 20, 2026, Muse Glimmer-30B is 98% cheaper on blended LLM API pricing. Muse Glimmer-30B costs $0.35 per million input tokens and $1.50 per million output tokens ($1.85 blended 1M-in + 1M-out). o3-pro costs $20.00 / $80.00 per million tokens ($100.00 blended). Sources: https://llama.meta.com/ and https://developers.openai.com/api/docs/pricing. The cheapest LLM for your app still depends on how many output tokens you generate.
Muse Glimmer-30B Meta API pricing is $0.35 input and $1.50 output per million tokens via Meta. o3-pro OpenAI API pricing is $20.00 input and $80.00 output per million tokens via OpenAI. Use those four numbers, not ChatGPT Plus or Claude Pro subscription prices, when you are comparing APIs.
Muse Glimmer-30B has a published SWE-bench Verified score of 76%. o3-pro does not have that eval on this page yet.
Muse Glimmer-30B supports a 131K token context window, while o3-pro supports 200K tokens. o3-pro offers a larger context window. Filling a larger window bills more input tokens, so the cheaper-per-million model can still cost more on long documents.
Shared benchmark scores for Muse Glimmer-30B and o3-pro are still limited. Check the comparison table for the evals each model has published. Check the comparison table for GPQA Diamond, SWE-bench, MMLU, HLE, and the other evals we track. Token price and benchmark score together are the usual LLM comparison, not either number alone.
Both Muse Glimmer-30B and o3-pro are production API models. For cost-sensitive production traffic, Muse Glimmer-30B has better economics on the blended 1M-in + 1M-out scale. For maximum capability, weight the benchmark table for your domain. Many production stacks route cheap models for drafts and a frontier model for the hard turn, which is usually cheaper than sending everything to the expensive API.
Yes. Call Muse Glimmer-30B through Meta and o3-pro through OpenAI with separate API keys, or through a gateway that already wraps both. Keep prompts in tokens, not characters, when you estimate the invoice. AnotherWrapper templates can swap providers without rewriting auth and billing.
List rates are the latest published Meta API pricing and OpenAI API pricing, quoted per million tokens. Official rate sheets: https://llama.meta.com/ and https://developers.openai.com/api/docs/pricing. Prompt caching, batch APIs, and committed-use discounts can change the invoice. Benchmark scores are from official publications and independent evals, updated as new numbers land.
Muse Glimmer-30B supports up to an unspecified number of output tokens per request, while o3-pro supports up to 100K output tokens. Output tokens are usually the expensive half of API pricing, so a higher max output cap is a capability, not a discount.
o3-pro has a measured throughput of approximately 25 tokens/second. Throughput data for Muse Glimmer-30B is not yet available. Throughput (tokens per second) and time-to-first-token are why two models with the same per-million-token price can still feel different in chat and agents.
Use the model pickers at the top of this LLM comparison. Search any model in the index and the URL updates. Open Muse Glimmer-30B or o3-pro from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.
This comparison covers API pricing, context window, throughput, and benchmark scores. Muse Glimmer-30B costs $0.35/M input and $1.50/M output. o3-pro costs $20.00/M input and $80.00/M output.
Rank both on the LLM leaderboard, SWE-bench, and Humanity's Last Exam.
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