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GPT Audio vs Llama 3.2 3B Instruct

Updated October 21, 2026. 0 benchmarks have a result for both. 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 3B InstructMeta Llama
Coding
No data
Overall
5.7
Output $/M
$0.3325
vs $10.00 vs $0.3325 per 1M output tokens. Llama 3.2 3B Instruct is 30.1x cheaper.

Decision reading

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

Compare them on price, context and the boards below.

Shared results
0
GPT Audio only
0
Llama 3.2 3B Instruct only
34
Like-for-like categories
0 of 9

Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.

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 3B Instruct not benchmarked.
Widest category
No category has a result for both models.
Widest single gap
No benchmark has a result for both models.
Output price
GPT Audio $10.00 against Llama 3.2 3B Instruct $0.3325 per million output tokens, 30.1x apart.
Context window
GPT Audio takes 128K tokens, Llama 3.2 3B Instruct 131K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

CodingDirectional onlySix of these boards feed the Vibe Coding Index3 boards, none shared
Coding benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
LiveCodeBench (Artificial Analysis run)Not measured8.3%Only Llama 3.2 3B Instruct measured
LMArena Text: codingNot measured1098Only Llama 3.2 3B Instruct measured
LMArena Text: software and ITNot measured1103Only Llama 3.2 3B Instruct measured
Neither model has a result on the other 35 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Intelligence benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
AA Intelligence IndexNot measured5.7Only Llama 3.2 3B 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, none shared
Agentic work benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
τ²-Bench TelecomNot measured21.1%Only Llama 3.2 3B Instruct measured
BALROGNot measured10.1%Only Llama 3.2 3B Instruct measured
Neither model has a result on the other 37 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
Reasoning benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
GPQA Diamond (Artificial Analysis run)Not measured25.5%Only Llama 3.2 3B Instruct measured
Humanity's Last Exam (Artificial Analysis run)Not measured5.3%Only Llama 3.2 3B Instruct measured
LMArena Text: hard promptsNot measured1095Only Llama 3.2 3B Instruct measured
LMArena Text: expertNot measured1090Only Llama 3.2 3B Instruct measured
LMArena Text: hard prompts in EnglishNot measured1141Only Llama 3.2 3B Instruct measured
Neither model has a result on the other 16 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index4 boards, none shared
Math benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
AA Math IndexNot measured3.3Only Llama 3.2 3B Instruct measured
AIME 2025 (Artificial Analysis run)Not measured3.3%Only Llama 3.2 3B Instruct measured
LMArena Text: mathNot measured1126Only Llama 3.2 3B Instruct measured
LMArena Text: mathematical workNot measured1128Only Llama 3.2 3B Instruct measured
Neither model has a result on the other 9 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
Knowledge benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
MMLU Pro (Artificial Analysis run)Not measured34.7%Only Llama 3.2 3B Instruct measured
LMArena Text: scienceNot measured1106Only Llama 3.2 3B Instruct measured
LMArena Text: medicine and healthcareNot measured1104Only Llama 3.2 3B Instruct measured
LMArena Text: legal and governmentNot measured1115Only Llama 3.2 3B Instruct measured
LMArena Text: business and financeNot measured1074Only Llama 3.2 3B Instruct measured
Neither model has a result on the other 12 boards here
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Web design benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
Neither model has a result on 9 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index14 boards, none shared
General benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
IFBenchNot measured26.2%Only Llama 3.2 3B Instruct measured
Long context reasoning (AA-LCR)Not measured4.3%Only Llama 3.2 3B Instruct measured
LMArena TextNot measured1110Only Llama 3.2 3B Instruct measured
LMArena Text: instruction followingNot measured1089Only Llama 3.2 3B Instruct measured
LMArena Text: creative writingNot measured1094Only Llama 3.2 3B Instruct measured
LMArena Text: EnglishNot measured1180Only Llama 3.2 3B Instruct measured
LMArena Text: non-EnglishNot measured1019Only Llama 3.2 3B Instruct measured
LMArena Text: ChineseNot measured1017Only Llama 3.2 3B Instruct measured
LMArena Text: GermanNot measured1056Only Llama 3.2 3B Instruct measured
LMArena Text: RussianNot measured949Only Llama 3.2 3B Instruct measured
LMArena Text: multi-turnNot measured1105Only Llama 3.2 3B Instruct measured
LMArena Text: longer queriesNot measured1100Only Llama 3.2 3B Instruct measured
LMArena Text: writing and languageNot measured1096Only Llama 3.2 3B Instruct measured
LMArena Text: entertainment and mediaNot measured1083Only Llama 3.2 3B Instruct measured
Neither model has a result on the other 32 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for GPT Audio and Llama 3.2 3B Instruct
BenchmarkGPT AudioLlama 3.2 3B InstructLeader
Neither model has a result on 5 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 3B Instruct$0.0002Fits in one request

Llama 3.2 3B Instruct costs less

Repository review

50K input + 3K output tokens

GPT Audio$0.155Fits in one request
Llama 3.2 3B Instruct$0.0035Fits in one request

Llama 3.2 3B Instruct costs less

Agent loop

200K input + 10K output tokens

GPT Audio$0.600Exceeds the context window
Llama 3.2 3B Instruct$0.013Exceeds the context window

Llama 3.2 3B 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 3B Instruct
SpecificationOpenAI GPT AudioMeta Llama 3.2 3B Instruct
MakerOpenAIMeta Llama
WeightsNo public weights listedOpen weights
ReleasedJanuary 19, 2026September 25, 2024
Context window128K131K
Input $/Mtok$2.50$0.0505
Output $/Mtok$10.00$0.3325
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 3B Instruct 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 Audio or Llama 3.2 3B Instruct?

GPT Audio costs $2.50 per million input tokens and $10.00 per million output tokens; Llama 3.2 3B Instruct costs $0.0505 and $0.3325. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT Audio or Llama 3.2 3B Instruct?

Llama 3.2 3B Instruct, with 131K tokens against 128K.

How many benchmarks is the GPT Audio vs Llama 3.2 3B Instruct comparison based on?

0 benchmarks have a result for both models as of October 21, 2026. GPT Audio's coding index rests on 0 independent benchmarks and Llama 3.2 3B Instruct's on 0. Where only one model has a result, the page says so instead of naming a winner.

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