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GPT-4 Turbo vs Llama Guard 4 12B

Llama Guard 4 12B costs 166.7x less per output token than GPT-4 Turbo ($0.18 vs $30.00 per million). Updated October 22, 2026; no benchmark has tested both models yet.

GPT-4 TurboOpenAI
Coding
No data
Overall
No data
Output $/M
$30.00
Llama Guard 4 12BMeta Llama
Coding
No data
Overall
No data
Output $/M
$0.18
vs $30.00 vs $0.18 per 1M output tokens. Llama Guard 4 12B is 166.7x cheaper.

GPT-4 Turbo or Llama Guard 4 12B: 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-4 Turbo has results on AA Coding Index, LiveCodeBench (Artificial Analysis run) and LMArena Text: coding; Llama Guard 4 12B has none yet. 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-4 Turbo not benchmarked, Llama Guard 4 12B 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-4 Turbo $30.00 against Llama Guard 4 12B $0.18 per million output tokens, 166.7x apart.
Context window
GPT-4 Turbo takes 128K tokens, Llama Guard 4 12B 164K.

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-4 Turbo and Llama Guard 4 12B
BenchmarkGPT-4 TurboLlama Guard 4 12BLeader
AA Coding Index21.5Not measuredOnly GPT-4 Turbo measured
LiveCodeBench (Artificial Analysis run)29.1%Not measuredOnly GPT-4 Turbo measured
LMArena Text: coding1268Not measuredOnly GPT-4 Turbo measured
LMArena Text: software and IT1267Not measuredOnly GPT-4 Turbo measured
Neither model has a result on the other 39 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Intelligence benchmarks for GPT-4 Turbo and Llama Guard 4 12B
BenchmarkGPT-4 TurboLlama Guard 4 12BLeader
AA Intelligence Index7.0Not measuredOnly GPT-4 Turbo measured
Epoch Capabilities Index127.3Not measuredOnly GPT-4 Turbo measured
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Reasoning benchmarks for GPT-4 Turbo and Llama Guard 4 12B
BenchmarkGPT-4 TurboLlama Guard 4 12BLeader
Humanity's Last Exam (Artificial Analysis run)3.1%Not measuredOnly GPT-4 Turbo measured
LMArena Text: hard prompts1251Not measuredOnly GPT-4 Turbo measured
LMArena Text: expert1223Not measuredOnly GPT-4 Turbo measured
LMArena Text: hard prompts in English1266Not measuredOnly GPT-4 Turbo measured
Neither model has a result on the other 19 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Math benchmarks for GPT-4 Turbo and Llama Guard 4 12B
BenchmarkGPT-4 TurboLlama Guard 4 12BLeader
LMArena Text: math1272Not measuredOnly GPT-4 Turbo measured
LMArena Text: mathematical work1268Not measuredOnly GPT-4 Turbo measured
Neither model has a result on the other 12 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index8 boards measured
Knowledge benchmarks for GPT-4 Turbo and Llama Guard 4 12B
BenchmarkGPT-4 TurboLlama Guard 4 12BLeader
LegalBench (Vals AI)80.5%Not measuredOnly GPT-4 Turbo measured
MedQA (Vals AI)82.0%Not measuredOnly GPT-4 Turbo measured
MMLU Pro (Artificial Analysis run)69.4%Not measuredOnly GPT-4 Turbo measured
MMLU81.3%Not measuredOnly GPT-4 Turbo measured
LMArena Text: science1256Not measuredOnly GPT-4 Turbo measured
LMArena Text: medicine and healthcare1239Not measuredOnly GPT-4 Turbo measured
LMArena Text: legal and government1265Not measuredOnly GPT-4 Turbo measured
LMArena Text: business and finance1222Not measuredOnly GPT-4 Turbo measured
Neither model has a result on the other 12 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index22 boards measured
General benchmarks for GPT-4 Turbo and Llama Guard 4 12B
BenchmarkGPT-4 TurboLlama Guard 4 12BLeader
DTBench61.6%Not measuredOnly GPT-4 Turbo measured
LMCA9.8%Not measuredOnly GPT-4 Turbo measured
LMArena Text1272Not measuredOnly GPT-4 Turbo measured
LMArena Text: instruction following1249Not measuredOnly GPT-4 Turbo measured
LMArena Text: creative writing1268Not measuredOnly GPT-4 Turbo measured
LMArena Vision1090Not measuredOnly GPT-4 Turbo measured
LMArena Text: English1291Not measuredOnly GPT-4 Turbo measured
LMArena Text: non-English1245Not measuredOnly GPT-4 Turbo measured
LMArena Text: Chinese1242Not measuredOnly GPT-4 Turbo measured
LMArena Text: German1259Not measuredOnly GPT-4 Turbo measured
LMArena Text: Japanese1194Not measuredOnly GPT-4 Turbo measured
LMArena Text: Korean1187Not measuredOnly GPT-4 Turbo measured
LMArena Text: French1276Not measuredOnly GPT-4 Turbo measured
LMArena Text: Spanish1260Not measuredOnly GPT-4 Turbo measured
LMArena Text: Russian1259Not measuredOnly GPT-4 Turbo measured
LMArena Text: Polish1302Not measuredOnly GPT-4 Turbo measured
LMArena Text: multi-turn1267Not measuredOnly GPT-4 Turbo measured
LMArena Text: longer queries1254Not measuredOnly GPT-4 Turbo measured
LMArena Text: writing and language1279Not measuredOnly GPT-4 Turbo measured
LMArena Text: entertainment and media1258Not measuredOnly GPT-4 Turbo measured
LMArena Vision: English1097Not measuredOnly GPT-4 Turbo measured
LMArena Vision: Chinese1045Not measuredOnly GPT-4 Turbo measured
Neither model has a result on the other 26 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-4 Turbo$0.025Fits in one request
Llama Guard 4 12B$0.0003Fits in one request

Llama Guard 4 12B costs less

Repository review

50K input + 3K output tokens

GPT-4 Turbo$0.590Fits in one request
Llama Guard 4 12B$0.0095Fits in one request

Llama Guard 4 12B costs less

Agent loop

200K input + 10K output tokens

GPT-4 Turbo$2.30Exceeds the context window
Llama Guard 4 12B$0.038Exceeds the context window

Llama Guard 4 12B 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-4 Turbo and Llama Guard 4 12B
SpecificationOpenAI GPT-4 TurboMeta Llama Guard 4 12B
MakerOpenAIMeta Llama
WeightsNo public weights listedOpen weights
ReleasedApril 9, 2024April 30, 2025
Context window128K164K
Input $/Mtok$10.00$0.18
Output $/Mtok$30.00$0.18
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-4 Turbo better than Llama Guard 4 12B 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-4 Turbo or Llama Guard 4 12B?

GPT-4 Turbo costs $10.00 per million input tokens and $30.00 per million output tokens; Llama Guard 4 12B costs $0.18 and $0.18. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-4 Turbo or Llama Guard 4 12B?

Llama Guard 4 12B, with 164K tokens against 128K.

Has any benchmark tested both GPT-4 Turbo and Llama Guard 4 12B?

No benchmark has tested both yet. GPT-4 Turbo has results on AA Coding Index, LiveCodeBench (Artificial Analysis run) and LMArena Text: coding; Llama Guard 4 12B has none yet. Compare them on price and context instead. Data as of October 22, 2026.

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