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GPT Audio vs Llama 3.2 1B Instruct

Updated October 21, 2026. No benchmark has tested both models yet. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

GPT AudioOpenAI
Coding
No data
Overall
No data
Output $/M
$10.00
Llama 3.2 1B InstructMeta Llama
Coding
No data
Overall
4.8
Output $/M
$0.201
vs $10.00 vs $0.201 per 1M output tokens. Llama 3.2 1B Instruct is 49.8x cheaper.

Decision reading

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

GPT Audio has the edge where the context window is larger, 128K against 60K tokens.

No benchmark has tested both yet. GPT Audio has none yet; Llama 3.2 1B Instruct on LiveCodeBench (Artificial Analysis run), Terminal-Bench Hard (Artificial Analysis run) and LMArena Text: coding. 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 Audio not benchmarked, Llama 3.2 1B Instruct 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 Audio $10.00 against Llama 3.2 1B Instruct $0.201 per million output tokens, 49.8x apart.
Context window
GPT Audio takes 128K tokens, Llama 3.2 1B Instruct 60K.

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 Index4 boards measured
Coding benchmarks for GPT Audio and Llama 3.2 1B Instruct
BenchmarkGPT AudioLlama 3.2 1B InstructLeader
LiveCodeBench (Artificial Analysis run)Not measured1.9%Only Llama 3.2 1B Instruct measured
Terminal-Bench Hard (Artificial Analysis run)Not measured0.0%Only Llama 3.2 1B Instruct measured
LMArena Text: codingNot measured1070Only Llama 3.2 1B Instruct measured
LMArena Text: software and ITNot measured1056Only Llama 3.2 1B Instruct measured
Neither model has a result on the other 34 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for GPT Audio and Llama 3.2 1B Instruct
BenchmarkGPT AudioLlama 3.2 1B InstructLeader
AA Intelligence IndexNot measured4.8Only Llama 3.2 1B Instruct measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Agentic work benchmarks for GPT Audio and Llama 3.2 1B Instruct
BenchmarkGPT AudioLlama 3.2 1B InstructLeader
τ²-Bench TelecomNot measured0.0%Only Llama 3.2 1B Instruct measured
BALROGNot measured6.6%Only Llama 3.2 1B Instruct measured
Neither model has a result on the other 37 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index6 boards measured
Reasoning benchmarks for GPT Audio and Llama 3.2 1B Instruct
BenchmarkGPT AudioLlama 3.2 1B InstructLeader
GPQA Diamond (Artificial Analysis run)Not measured19.6%Only Llama 3.2 1B Instruct measured
Humanity's Last Exam (Artificial Analysis run)Not measured5.5%Only Llama 3.2 1B Instruct measured
GPQA Diamond (Epoch AI run)Not measured23.9%Only Llama 3.2 1B Instruct measured
LMArena Text: hard promptsNot measured1044Only Llama 3.2 1B Instruct measured
LMArena Text: expertNot measured1007Only Llama 3.2 1B Instruct measured
LMArena Text: hard prompts in EnglishNot measured1087Only Llama 3.2 1B Instruct measured
Neither model has a result on the other 15 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index5 boards measured
Math benchmarks for GPT Audio and Llama 3.2 1B Instruct
BenchmarkGPT AudioLlama 3.2 1B InstructLeader
AA Math IndexNot measured0.0Only Llama 3.2 1B Instruct measured
AIME 2025 (Artificial Analysis run)Not measured0.0%Only Llama 3.2 1B Instruct measured
OTIS Mock AIMENot measured0.6%Only Llama 3.2 1B Instruct measured
LMArena Text: mathNot measured1086Only Llama 3.2 1B Instruct measured
LMArena Text: mathematical workNot measured1098Only Llama 3.2 1B Instruct measured
Neither model has a result on the other 8 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index5 boards measured
Knowledge benchmarks for GPT Audio and Llama 3.2 1B Instruct
BenchmarkGPT AudioLlama 3.2 1B InstructLeader
MMLU Pro (Artificial Analysis run)Not measured20.0%Only Llama 3.2 1B Instruct measured
LMArena Text: scienceNot measured1055Only Llama 3.2 1B Instruct measured
LMArena Text: medicine and healthcareNot measured1009Only Llama 3.2 1B Instruct measured
LMArena Text: legal and governmentNot measured1071Only Llama 3.2 1B Instruct measured
LMArena Text: business and financeNot measured1000Only Llama 3.2 1B Instruct measured
Neither model has a result on the other 12 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index14 boards measured
General benchmarks for GPT Audio and Llama 3.2 1B Instruct
BenchmarkGPT AudioLlama 3.2 1B InstructLeader
IFBenchNot measured22.8%Only Llama 3.2 1B Instruct measured
Long context reasoning (AA-LCR)Not measured6.7%Only Llama 3.2 1B Instruct measured
LMArena TextNot measured1055Only Llama 3.2 1B Instruct measured
LMArena Text: instruction followingNot measured1031Only Llama 3.2 1B Instruct measured
LMArena Text: creative writingNot measured1033Only Llama 3.2 1B Instruct measured
LMArena Text: EnglishNot measured1117Only Llama 3.2 1B Instruct measured
LMArena Text: non-EnglishNot measured973Only Llama 3.2 1B Instruct measured
LMArena Text: ChineseNot measured959Only Llama 3.2 1B Instruct measured
LMArena Text: GermanNot measured1014Only Llama 3.2 1B Instruct measured
LMArena Text: RussianNot measured941Only Llama 3.2 1B Instruct measured
LMArena Text: multi-turnNot measured1030Only Llama 3.2 1B Instruct measured
LMArena Text: longer queriesNot measured1050Only Llama 3.2 1B Instruct measured
LMArena Text: writing and languageNot measured1030Only Llama 3.2 1B Instruct measured
LMArena Text: entertainment and mediaNot measured1025Only Llama 3.2 1B Instruct measured
Neither model has a result on the other 32 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 Audio$0.0075Fits in one request
Llama 3.2 1B Instruct$0.0001Fits in one request

Llama 3.2 1B Instruct costs less

Repository review

50K input + 3K output tokens

GPT Audio$0.155Fits in one request
Llama 3.2 1B Instruct$0.0020Fits in one request

Llama 3.2 1B Instruct costs less

Agent loop

200K input + 10K output tokens

GPT Audio$0.600Exceeds the context window
Llama 3.2 1B Instruct$0.0074Exceeds the context window

Llama 3.2 1B Instruct 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 Audio and Llama 3.2 1B Instruct
SpecificationOpenAI GPT AudioMeta Llama 3.2 1B Instruct
MakerOpenAIMeta Llama
WeightsNo public weights listedOpen weights
ReleasedJanuary 19, 2026September 25, 2024
Context window128K60K
Input $/Mtok$2.50$0.027
Output $/Mtok$10.00$0.201
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT Audio better than Llama 3.2 1B Instruct for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. GPT Audio has the edge where the context window is larger, 128K against 60K tokens.

Which is cheaper, GPT Audio or Llama 3.2 1B Instruct?

GPT Audio costs $2.50 per million input tokens and $10.00 per million output tokens; Llama 3.2 1B Instruct costs $0.027 and $0.201. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT Audio or Llama 3.2 1B Instruct?

GPT Audio, with 128K tokens against 60K.

Has any benchmark tested both GPT Audio and Llama 3.2 1B Instruct?

No benchmark has tested both yet. GPT Audio has none yet; Llama 3.2 1B Instruct on LiveCodeBench (Artificial Analysis run), Terminal-Bench Hard (Artificial Analysis run) and LMArena Text: coding. Compare them on price and context instead. Data as of October 21, 2026.

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