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GPT-5.4 Pro vs Llama 3.2 11B Vision

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for GPT-5.4 Pro and Llama 3.2 11B Vision.

OpenAI

GPT-5.4 Pro

GPT-5.4 Pro is OpenAI's most advanced model, building on GPT-5.4's unified architecture with enhanced reasoning capabilities for complex, high-stakes tasks. It features a 1M+ token context window (922K input, 128K...

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Meta

Llama 3.2 11B Vision

Meta's lightweight open weights vision model, optimized for mobile devices and local deployments. Capable of visual understanding, chart reading, and fast text generation.

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Technical Specifications

SpecificationGPT-5.4 ProLlama 3.2 11B Vision
ProviderOpenAIMeta
Context Window1,050,000 tokens131,072 tokens
Agent SuitabilityN/A72/100
Time to First Token (TTFT)N/A150 ms
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-03-052024-09-25

API Pricing Comparison

Input Price per Million Tokens

GPT-5.4 Pro

$30.00

Llama 3.2 11B Vision

$0.34

Output Price per Million Tokens

GPT-5.4 Pro

$180.00

Llama 3.2 11B Vision

$0.34

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs7300.0%
GPT-5.4 Pro
Llama 3.2 11B Vision
HumanEvalPython coding & logic synthesis
N/Avs7500.0%
GPT-5.4 Pro
Llama 3.2 11B Vision
MATHComplex mathematical problem solving
N/Avs5800.0%
GPT-5.4 Pro
Llama 3.2 11B Vision
GPQAGraduate-level expert reasoning
N/Avs3800.0%
GPT-5.4 Pro
Llama 3.2 11B Vision
HellaSwagCommonsense reasoning and inference
N/Avs8200.0%
GPT-5.4 Pro
Llama 3.2 11B Vision
MT-BenchMulti-turn conversation flow quality
N/Avs790.0%
GPT-5.4 Pro
Llama 3.2 11B Vision

GPT-5.4 Pro Quirks & Gotchas

No developer gotchas reported.

Llama 3.2 11B Vision Quirks & Gotchas

  • โ–ธLightweight vision model for edge/on-device deployments
  • โ–ธLimited tool calling โ€” use Llama 4 for production agentic tasks