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GPT-3.5 Turbo 16k vs Muse Glimmer 30B

Muse Glimmer 30B costs 3.0x less per output token than GPT-3.5 Turbo 16k ($1.35 vs $4.00 per million). Updated October 23, 2026; no benchmark has tested both models yet.

GPT-3.5 Turbo 16kOpenAI
Coding
No data
Overall
No data
Output $/M
$4.00
Muse Glimmer 30BMeta
Coding
No data
Overall
No data
Output $/M
$1.35
vs $4.00 vs $1.35 per 1M output tokens. Muse Glimmer 30B is 3.0x cheaper.

GPT-3.5 Turbo 16k or Muse Glimmer 30B: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Compare them on price, context and the boards below.

No benchmark has tested both yet. GPT-3.5 Turbo 16k has none yet; Muse Glimmer 30B on AA Coding Index, ALE-Bench and AA Intelligence Index. Compare them on price and context instead.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
GPT-3.5 Turbo 16k not benchmarked, Muse Glimmer 30B not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
GPT-3.5 Turbo 16k $4.00 against Muse Glimmer 30B $1.35 per million output tokens, 3.0x apart.
Context window
GPT-3.5 Turbo 16k takes 16K tokens, Muse Glimmer 30B 131K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

CodingDirectional onlySix of these boards feed the Vibe Coding Index2 boards measured
Coding benchmarks for GPT-3.5 Turbo 16k and Muse Glimmer 30B
BenchmarkGPT-3.5 Turbo 16kMuse Glimmer 30BLeader
AA Coding IndexNot measured49.0Only Muse Glimmer 30B measured
ALE-BenchNot measured962.5Only Muse Glimmer 30B measured
Neither model has a result on the other 41 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for GPT-3.5 Turbo 16k and Muse Glimmer 30B
BenchmarkGPT-3.5 Turbo 16kMuse Glimmer 30BLeader
AA Intelligence IndexNot measured17.5Only Muse Glimmer 30B measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for GPT-3.5 Turbo 16k and Muse Glimmer 30B
BenchmarkGPT-3.5 Turbo 16kMuse Glimmer 30BLeader
AA Agentic IndexNot measured8.5Only Muse Glimmer 30B measured
Neither model has a result on the other 41 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Web design benchmarks for GPT-3.5 Turbo 16k and Muse Glimmer 30B
BenchmarkGPT-3.5 Turbo 16kMuse Glimmer 30BLeader
Design Arena: game devNot measured1124Only Muse Glimmer 30B measured
Neither model has a result on the other 8 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

GPT-3.5 Turbo 16k$0.0050Fits in one request
Muse Glimmer 30B$0.0010Fits in one request

Muse Glimmer 30B costs less

Repository review

50K input + 3K output tokens

GPT-3.5 Turbo 16k$0.162Exceeds the context window
Muse Glimmer 30B$0.020Fits in one request

Muse Glimmer 30B costs less

Agent loop

200K input + 10K output tokens

GPT-3.5 Turbo 16k$0.640Exceeds the context window
Muse Glimmer 30B$0.079Exceeds the context window

Muse Glimmer 30B costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of GPT-3.5 Turbo 16k and Muse Glimmer 30B
SpecificationOpenAI GPT-3.5 Turbo 16kMeta Muse Glimmer 30B
MakerOpenAIMeta
WeightsNo public weights listedOpen weights
ReleasedAugust 28, 2023August 9, 2026
Context window16K131K
Input $/Mtok$3.00$0.325
Output $/Mtok$4.00$1.35
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-3.5 Turbo 16k better than Muse Glimmer 30B for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Compare them on price, context and the boards below.

Which is cheaper, GPT-3.5 Turbo 16k or Muse Glimmer 30B?

GPT-3.5 Turbo 16k costs $3.00 per million input tokens and $4.00 per million output tokens; Muse Glimmer 30B costs $0.325 and $1.35. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-3.5 Turbo 16k or Muse Glimmer 30B?

Muse Glimmer 30B, with 131K tokens against 16K.

Has any benchmark tested both GPT-3.5 Turbo 16k and Muse Glimmer 30B?

No benchmark has tested both yet. GPT-3.5 Turbo 16k has none yet; Muse Glimmer 30B on AA Coding Index, ALE-Bench and AA Intelligence Index. Compare them on price and context instead. Data as of October 23, 2026.

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