Goliath 120B vs Google: Gemini 3.1 Pro Preview Custom Tools: Which AI Model Is Better?

Updated March 24, 2026· Based on independent benchmark data

Quick Verdict

Google: Gemini 3.1 Pro Preview Custom Tools is 1.9x cheaper at $2.00/1M tokens vs $3.75/1M.

Head-to-Head Comparison

MetricGoliath 120BGoogle: Gemini 3.1 Pro Preview Custom Tools
Intelligence ScoreN/A57.2
Coding ScoreN/A55.5
Math ScoreN/AN/A
Speed (tok/s)N/A117 tok/s
Latency (TTFT)N/A21.91s
Input Price / 1M tokens$3.75$2.00
Output Price / 1M tokens$7.50$12
Context Window6K1.0M
Max Output Tokens1K66K
Input ModalitiesTextText + Audio + Image + Video + File
Output ModalitiesTextText
Free TierNoNo

Detailed Analysis

Pricing

Google: Gemini 3.1 Pro Preview Custom Tools is more affordable at $2.00/1M input tokens ($12/1M output), while Goliath 120B costs $3.75/1M input ($7.50/1M output). For a typical workload of 100 requests per day at 2,000 tokens each, Goliath 120B would cost approximately $22.50/month vs $12.00/month for Google: Gemini 3.1 Pro Preview Custom Tools in input costs alone.

Context Window

Google: Gemini 3.1 Pro Preview Custom Tools offers a larger context window at 1.0M tokens compared to Goliath 120B's 6K. This means Google: Gemini 3.1 Pro Preview Custom Tools can process roughly 524 pages of text in a single request vs 3 pages for Goliath 120B. For output length, Google: Gemini 3.1 Pro Preview Custom Tools can generate up to 66K tokens per response vs 1K for Goliath 120B.

Best Use Cases

Choose Google: Gemini 3.1 Pro Preview Custom Tools when you need lower cost, larger context window (1.0M).

Choose Google: Gemini 3.1 Pro Preview Custom Tools if:

  • Budget is a concern ($2.00/1M vs $3.75/1M)
  • You need a larger context window (1.0M vs 6K)
  • You need image understanding (Supports image input)

Frequently Asked Questions

Which is cheaper, Goliath 120B or Google: Gemini 3.1 Pro Preview Custom Tools?

Google: Gemini 3.1 Pro Preview Custom Tools is cheaper at $2.00/1M input tokens vs $3.75/1M for Goliath 120B.

Can Goliath 120B process images?

No, Goliath 120B does not support image input. However, Google: Gemini 3.1 Pro Preview Custom Tools does support images.

Which has a larger context window, Goliath 120B or Google: Gemini 3.1 Pro Preview Custom Tools?

Google: Gemini 3.1 Pro Preview Custom Tools has a larger context window at 1.0M compared to Goliath 120B's 6K.

Related Comparisons

Benchmark data by Artificial Analysis

Data last synced: March 24, 2026