Muse Glimmer 30B vs GPT-6 Astra

This comparison does not currently contain a protocol-matched coding benchmark for both Muse Glimmer 30B and GPT-6 Astra, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Muse Glimmer 30B is $0.30 and GPT-6 Astra is $10.00 per million tokens, so Muse Glimmer 30B is cheaper on this metric. Muse Glimmer 30B is $1.20 and GPT-6 Astra is $50.00 per million tokens, so Muse Glimmer 30B is cheaper on this metric.

GPT-6 Astra has the larger sourced context window. Muse Glimmer 30B supports 131K and GPT-6 Astra supports 1,050K.

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Muse Glimmer 30B is the only model in this pair currently marked as self-hostable. Muse Glimmer 30B is open weight; GPT-6 Astra is not marked open weight.

Muse Glimmer 30B is documented with image input; GPT-6 Astra is documented with image input. This reflects supported input modalities, not vision quality.

Neither has a larger sourced maximum output. Muse Glimmer 30B is — and GPT-6 Astra is 128K.

Muse Glimmer 30B: reasoning, tool calling, and image input. GPT-6 Astra: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Muse Glimmer 30B has 3 sourced provider routes; GPT-6 Astra has 2, so Muse Glimmer 30B has broader tracked availability.

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.