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GPT Audio vs Llama 3.1 70B Instruct

Llama 3.1 70B Instruct costs 17.9x less per output token than GPT Audio ($0.56 vs $10.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

GPT AudioOpenAI
Coding
No data
Overall
No data
Output $/M
$10.00
Llama 3.1 70B InstructMeta Llama
Coding
No data
Overall
24.3
Output $/M
$0.56
vs $10.00 vs $0.56 per 1M output tokens. Llama 3.1 70B Instruct is 17.9x cheaper.

GPT Audio or Llama 3.1 70B Instruct: 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 Audio has none yet; Llama 3.1 70B Instruct on LiveCodeBench (Artificial Analysis run), Terminal-Bench Hard (Artificial Analysis run) and WeirdML. 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 3.1 70B 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 3.1 70B Instruct $0.56 per million output tokens, 17.9x apart.
Context window
GPT Audio takes 128K tokens, Llama 3.1 70B Instruct 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 Index5 boards measured
Coding benchmarks for GPT Audio and Llama 3.1 70B Instruct
BenchmarkGPT AudioLlama 3.1 70B InstructLeader
LiveCodeBench (Artificial Analysis run)Not measured23.2%Only Llama 3.1 70B Instruct measured
Terminal-Bench Hard (Artificial Analysis run)Not measured3.0%Only Llama 3.1 70B Instruct measured
WeirdMLNot measured9.0%Only Llama 3.1 70B Instruct measured
LMArena Text: codingNot measured1260Only Llama 3.1 70B Instruct measured
LMArena Text: software and ITNot measured1260Only Llama 3.1 70B Instruct measured
Neither model has a result on the other 34 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Intelligence benchmarks for GPT Audio and Llama 3.1 70B Instruct
BenchmarkGPT AudioLlama 3.1 70B InstructLeader
AA Intelligence IndexNot measured6.6Only Llama 3.1 70B Instruct measured
Epoch Capabilities IndexNot measured125.9Only Llama 3.1 70B Instruct measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Agentic work benchmarks for GPT Audio and Llama 3.1 70B Instruct
BenchmarkGPT AudioLlama 3.1 70B InstructLeader
τ²-Bench TelecomNot measured15.2%Only Llama 3.1 70B Instruct measured
BALROGNot measured27.9%Only Llama 3.1 70B Instruct measured
TheAgentCompanyNot measured6.9%Only Llama 3.1 70B Instruct measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index6 boards measured
Reasoning benchmarks for GPT Audio and Llama 3.1 70B Instruct
BenchmarkGPT AudioLlama 3.1 70B InstructLeader
GPQA Diamond (Artificial Analysis run)Not measured40.9%Only Llama 3.1 70B Instruct measured
Humanity's Last Exam (Artificial Analysis run)Not measured4.5%Only Llama 3.1 70B Instruct measured
GPQA Diamond (Epoch AI run)Not measured44.2%Only Llama 3.1 70B Instruct measured
LMArena Text: hard promptsNot measured1241Only Llama 3.1 70B Instruct measured
LMArena Text: expertNot measured1209Only Llama 3.1 70B Instruct measured
LMArena Text: hard prompts in EnglishNot measured1261Only Llama 3.1 70B Instruct measured
Neither model has a result on the other 16 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index6 boards measured
Math benchmarks for GPT Audio and Llama 3.1 70B Instruct
BenchmarkGPT AudioLlama 3.1 70B InstructLeader
AA Math IndexNot measured4.0Only Llama 3.1 70B Instruct measured
AIME 2025 (Artificial Analysis run)Not measured4.0%Only Llama 3.1 70B Instruct measured
OTIS Mock AIMENot measured3.6%Only Llama 3.1 70B Instruct measured
MATH level 5Not measured36.7%Only Llama 3.1 70B Instruct measured
LMArena Text: mathNot measured1252Only Llama 3.1 70B Instruct measured
LMArena Text: mathematical workNot measured1253Only Llama 3.1 70B Instruct measured
Neither model has a result on the other 7 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index6 boards measured
Knowledge benchmarks for GPT Audio and Llama 3.1 70B Instruct
BenchmarkGPT AudioLlama 3.1 70B InstructLeader
MMLU Pro (Artificial Analysis run)Not measured67.6%Only Llama 3.1 70B Instruct measured
MMLUNot measured80.1%Only Llama 3.1 70B Instruct measured
LMArena Text: scienceNot measured1276Only Llama 3.1 70B Instruct measured
LMArena Text: medicine and healthcareNot measured1257Only Llama 3.1 70B Instruct measured
LMArena Text: legal and governmentNot measured1283Only Llama 3.1 70B Instruct measured
LMArena Text: business and financeNot measured1235Only Llama 3.1 70B Instruct measured
Neither model has a result on the other 12 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index19 boards measured
General benchmarks for GPT Audio and Llama 3.1 70B Instruct
BenchmarkGPT AudioLlama 3.1 70B InstructLeader
IFBenchNot measured34.4%Only Llama 3.1 70B Instruct measured
DTBenchNot measured60.0%Only Llama 3.1 70B Instruct measured
LMCANot measured14.8%Only Llama 3.1 70B Instruct measured
LMArena TextNot measured1261Only Llama 3.1 70B Instruct measured
LMArena Text: instruction followingNot measured1231Only Llama 3.1 70B Instruct measured
LMArena Text: creative writingNot measured1232Only Llama 3.1 70B Instruct measured
LMArena Text: EnglishNot measured1294Only Llama 3.1 70B Instruct measured
LMArena Text: non-EnglishNot measured1219Only Llama 3.1 70B Instruct measured
LMArena Text: ChineseNot measured1215Only Llama 3.1 70B Instruct measured
LMArena Text: GermanNot measured1222Only Llama 3.1 70B Instruct measured
LMArena Text: JapaneseNot measured1132Only Llama 3.1 70B Instruct measured
LMArena Text: KoreanNot measured1140Only Llama 3.1 70B Instruct measured
LMArena Text: FrenchNot measured1262Only Llama 3.1 70B Instruct measured
LMArena Text: SpanishNot measured1253Only Llama 3.1 70B Instruct measured
LMArena Text: RussianNot measured1234Only Llama 3.1 70B Instruct measured
LMArena Text: multi-turnNot measured1256Only Llama 3.1 70B Instruct measured
LMArena Text: longer queriesNot measured1241Only Llama 3.1 70B Instruct measured
LMArena Text: writing and languageNot measured1236Only Llama 3.1 70B Instruct measured
LMArena Text: entertainment and mediaNot measured1230Only Llama 3.1 70B Instruct measured
Neither model has a result on the other 27 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 3.1 70B Instruct$0.0008Fits in one request

Llama 3.1 70B Instruct costs less

Repository review

50K input + 3K output tokens

GPT Audio$0.155Fits in one request
Llama 3.1 70B Instruct$0.030Fits in one request

Llama 3.1 70B Instruct costs less

Agent loop

200K input + 10K output tokens

GPT Audio$0.600Exceeds the context window
Llama 3.1 70B Instruct$0.118Exceeds the context window

Llama 3.1 70B 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 3.1 70B Instruct
SpecificationOpenAI GPT AudioMeta Llama 3.1 70B Instruct
MakerOpenAIMeta Llama
WeightsNo public weights listedOpen weights
ReleasedJanuary 19, 2026July 23, 2024
Context window128K131K
Input $/Mtok$2.50$0.56
Output $/Mtok$10.00$0.56
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT Audio better than Llama 3.1 70B 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 3.1 70B Instruct?

GPT Audio costs $2.50 per million input tokens and $10.00 per million output tokens; Llama 3.1 70B Instruct costs $0.56 and $0.56. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT Audio or Llama 3.1 70B Instruct?

Llama 3.1 70B Instruct, with 131K tokens against 128K.

Has any benchmark tested both GPT Audio and Llama 3.1 70B Instruct?

No benchmark has tested both yet. GPT Audio has none yet; Llama 3.1 70B Instruct on LiveCodeBench (Artificial Analysis run), Terminal-Bench Hard (Artificial Analysis run) and WeirdML. Compare them on price and context instead. Data as of October 21, 2026.

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