Gemini 3.1 Pro preview vs Llama 3.3 70B Instruct

Gemini 3.1 Pro preview vs Llama 3.3 70B Instruct: Llama 3.3 70B Instruct is cheaper by 94% on average. Gemini 3.1 Pro preview from Google Vertex AI (1,048,576-token context, reasoning, tool calls) vs. Llama 3.3 70B Instruct from Azure AI Foundry (128,000-token context, tool calls). Use Agent Command Center to A/B both in shadow mode and pick the winner per workload.

Side-by-side cost

Live workload comparison

Same workload run through both models. The cheaper one is highlighted.

3,000
01,048,576
400
065,536
5,000
01,000,000
Google Vertex AI
$1,644/mo
Input $2.00/M · Output $12.00/M
Azure AI Foundry
$367/mo
Input $0.710/M · Output $0.710/M
At this workload, Llama 3.3 70B Instruct is 78% cheaper than Gemini 3.1 Pro preview — a savings of $1,276/month ($15,315/year).
Production recipe — Agent Command Center
strategy: cost-optimized
primary:
  model: llama-3-3-70b-instruct
  provider: azure-ai-foundry
fallback:
  model: gemini-3-1-pro-preview
  provider: vertex-ai
shadow: { sample_rate: 0.05 }   # mirror 5% of traffic to compare quality live
Gemini 3.1 Pro preview Llama 3.3 70B Instruct
Input price $2.00/M $0.710/M
Output price $12.00/M $0.710/M
Context window 1,048,576 128,000
Max output 65,536 2,048
Function calling
Vision
Audio input
Reasoning
Prompt caching
Structured output
Pricing verified May 12, 2026 May 12, 2026
Cheaper option
~94% cheaper than Gemini 3.1 Pro preview
Larger context
1,048,576 tokens
More capabilities
6 of 6 capability flags advertised

Benchmark comparison

Side-by-side public benchmark scores. Greener bar = winner.

Chatbot Arena ELOgeneral
Gemini 3.1 Pro preview
1,492
Llama 3.3 70B Instruct
1,268
GPQA Diamondreasoning
Gemini 3.1 Pro preview
94.3%
Llama 3.3 70B Instruct
IFEvalgeneral
Gemini 3.1 Pro preview
Llama 3.3 70B Instruct
92.1%
HumanEvalcode
Gemini 3.1 Pro preview
Llama 3.3 70B Instruct
88.4%
MMLUgeneral
Gemini 3.1 Pro preview
Llama 3.3 70B Instruct
86.0%
SWE-bench Verifiedagent
Gemini 3.1 Pro preview
80.6%
Llama 3.3 70B Instruct
MMMU-Promultimodal
Gemini 3.1 Pro preview
80.5%
Llama 3.3 70B Instruct
BFCL v3agent
Gemini 3.1 Pro preview
Llama 3.3 70B Instruct
77.3%
ARC-AGI-2reasoning
Gemini 3.1 Pro preview
77.1%
Llama 3.3 70B Instruct
MATHmath
Gemini 3.1 Pro preview
Llama 3.3 70B Instruct
77.0%
MMLU-Proreasoning
Gemini 3.1 Pro preview
Llama 3.3 70B Instruct
68.9%
SciCodecode
Gemini 3.1 Pro preview
59.0%
Llama 3.3 70B Instruct
GPQAreasoning
Gemini 3.1 Pro preview
Llama 3.3 70B Instruct
50.5%
Humanity's Last Examreasoning
Gemini 3.1 Pro preview
44.4%
Llama 3.3 70B Instruct