Claude 3.5 Haiku (2024-10-22) vs Gemini 3.1 Pro preview

Claude 3.5 Haiku (2024-10-22) vs Gemini 3.1 Pro preview: Claude 3.5 Haiku (2024-10-22) is cheaper by 67% on average. Claude 3.5 Haiku (2024-10-22) from Anthropic (200,000-token context, tool calls) vs. Gemini 3.1 Pro preview from Google Vertex AI (1,048,576-token context, reasoning, 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
Anthropic
$609/mo
Input $0.800/M · Output $4.00/M
Google Vertex AI
$1,644/mo
Input $2.00/M · Output $12.00/M
At this workload, Claude 3.5 Haiku (2024-10-22) is 63% cheaper than Gemini 3.1 Pro preview — a savings of $1,035/month ($12,419/year).
Production recipe — Agent Command Center
strategy: cost-optimized
primary:
  model: claude-3-5-haiku-20241022
  provider: anthropic
fallback:
  model: gemini-3-1-pro-preview
  provider: vertex-ai
shadow: { sample_rate: 0.05 }   # mirror 5% of traffic to compare quality live
Claude 3.5 Haiku (2024-10-22) Gemini 3.1 Pro preview
Input price $0.800/M $2.00/M
Output price $4.00/M $12.00/M
Context window 200,000 1,048,576
Max output 8,192 65,536
Function calling
Vision
Audio input
Reasoning
Prompt caching
Structured output
Pricing verified May 7, 2026 May 12, 2026
Cheaper option
~67% 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
Claude 3.5 Haiku (2024-10-22)
Gemini 3.1 Pro preview
1,492
GPQA Diamondreasoning⚠ different settings
Claude 3.5 Haiku (2024-10-22)
41.6%
Gemini 3.1 Pro preview
94.3%
HumanEvalcode
Claude 3.5 Haiku (2024-10-22)
88.1%
Gemini 3.1 Pro preview
SWE-bench Verifiedagent
Claude 3.5 Haiku (2024-10-22)
Gemini 3.1 Pro preview
80.6%
MMMU-Promultimodal
Claude 3.5 Haiku (2024-10-22)
Gemini 3.1 Pro preview
80.5%
ARC-AGI-2reasoning
Claude 3.5 Haiku (2024-10-22)
Gemini 3.1 Pro preview
77.1%
MMLU-Proreasoning
Claude 3.5 Haiku (2024-10-22)
65.0%
Gemini 3.1 Pro preview
SciCodecode
Claude 3.5 Haiku (2024-10-22)
Gemini 3.1 Pro preview
59.0%
Humanity's Last Examreasoning
Claude 3.5 Haiku (2024-10-22)
Gemini 3.1 Pro preview
44.4%