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Gemini 3.1 Pro Preview Custom Tools vs Llama 3.3 70B Instruct

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 Gemini 3.1 Pro Preview Custom Tools and Llama 3.3 70B Instruct.

Google

Gemini 3.1 Pro Preview Custom Tools

Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party...

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Meta

Llama 3.3 70B Instruct

Meta's state-of-the-art open weights model, providing enterprise-grade reasoning and logic. Exceptionally powerful for self-hosted customer support, text generation, and tooling workflows.

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Technical Specifications

SpecificationGemini 3.1 Pro Preview Custom ToolsLlama 3.3 70B Instruct
ProviderGoogleMeta
Context Window1,048,756 tokens131,072 tokens
Agent SuitabilityN/A83/100
Time to First Token (TTFT)N/A280 ms
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-252024-12-06

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$2.00

Llama 3.3 70B Instruct

$0.10

Output Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$12.00

Llama 3.3 70B Instruct

$0.32

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/Avs8620.0%
Gemini 3.1 Pro Preview Custom Tools
Llama 3.3 70B Instruct
HumanEvalPython coding & logic synthesis
N/Avs8800.0%
Gemini 3.1 Pro Preview Custom Tools
Llama 3.3 70B Instruct
MATHComplex mathematical problem solving
N/Avs7500.0%
Gemini 3.1 Pro Preview Custom Tools
Llama 3.3 70B Instruct
GPQAGraduate-level expert reasoning
N/Avs5200.0%
Gemini 3.1 Pro Preview Custom Tools
Llama 3.3 70B Instruct
HellaSwagCommonsense reasoning and inference
N/Avs8850.0%
Gemini 3.1 Pro Preview Custom Tools
Llama 3.3 70B Instruct
MT-BenchMulti-turn conversation flow quality
N/Avs880.0%
Gemini 3.1 Pro Preview Custom Tools
Llama 3.3 70B Instruct

Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas

No developer gotchas reported.

Llama 3.3 70B Instruct Quirks & Gotchas

  • โ–ธStable, well-documented self-hosted option with strong community support
  • โ–ธOutperformed by Llama 4 Maverick for agentic tool-calling workflows