API cost decision in 10 seconds

Lyria 3 Pro Preview vs Gemini 3.1 Pro Preview Custom Tools

Pick Lyria 3 Pro Preview for lower cost; pick Gemini 3.1 Pro Preview Custom Tools only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Lyria 3 Pro Preview for lower cost; pick Gemini 3.1 Pro Preview Custom Tools only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Lyria 3 Pro Preview is estimated at $0 vs $8 for Gemini 3.1 Pro Preview Custom Tools, saving $8 (100% lower).

Cost-first pickLyria 3 Pro Preview
Context-first pickGemini 3.1 Pro Preview Custom Tools
Sample savings$8100%
10x traffic gap$80

Gemini 3.1 Pro Preview Custom Tools has more context, but Lyria 3 Pro Preview saves $8 on the standard workload. At 10x that traffic, the same price gap is about $80. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Lyria 3 Pro Preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickLyria 3 Pro PreviewGemini 3.1 Pro Preview Custom Tools
Input-heavy / RAG5M input + 500K outputLyria 3 Pro Preview$0$16
Balanced workload1M input + 1M outputLyria 3 Pro Preview$0$14
Output-heavy chatbot1M input + 5M outputLyria 3 Pro Preview$0$62
Cheaper input Lyria 3 Pro Preview $0 vs $2 / 1M

Lyria 3 Pro Preview is free for input tokens while Gemini 3.1 Pro Preview Custom Tools costs $2 per 1M tokens.

Cheaper output Lyria 3 Pro Preview $0 vs $12 / 1M

Lyria 3 Pro Preview is free for output tokens while Gemini 3.1 Pro Preview Custom Tools costs $12 per 1M tokens.

Larger context Gemini 3.1 Pro Preview Custom Tools 1.05M vs 1.05M

Gemini 3.1 Pro Preview Custom Tools has 180 more context (1x larger).

Sample workload Lyria 3 Pro Preview $0 vs $8

Lyria 3 Pro Preview is free for the standard workload while the other model is estimated at $8.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Lyria 3 Pro Preview Calculating… Estimated API cost
Gemini 3.1 Pro Preview Custom Tools Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Lyria 3 Pro Preview has the lower input price; Lyria 3 Pro Preview has the lower output price; Gemini 3.1 Pro Preview Custom Tools offers the larger context window. For the 1M input plus 500K output sample, Lyria 3 Pro Preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0 for Lyria 3 Pro Preview and $8 for Gemini 3.1 Pro Preview Custom Tools.

Best Fit

Choose Lyria 3 Pro Preview when you care most about lower input-token price, and lower output-token price.

Choose Gemini 3.1 Pro Preview Custom Tools when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Lyria 3 Pro Preview is estimated at $0 vs $8 for Gemini 3.1 Pro Preview Custom Tools, saving $8 (100% lower).
  • Lyria 3 Pro Preview is free for the standard workload while the other model is estimated at $8.
  • Lyria 3 Pro Preview is free for input tokens while Gemini 3.1 Pro Preview Custom Tools costs $2 per 1M tokens.
  • Lyria 3 Pro Preview is free for output tokens while Gemini 3.1 Pro Preview Custom Tools costs $12 per 1M tokens.
  • Gemini 3.1 Pro Preview Custom Tools has 180 more context (1x larger).
Head-to-Head Specs
FeatureLyria 3 Pro Preview
(Google)
Gemini 3.1 Pro Preview Custom Tools
(Google)
Input Price
prompt tokens per 1M
$0$2
Completion Price
per 1M tokens
$0$12
Sample Workload Cost
1M input + 500K output
$0$8
Context Window1.05M1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLyria 3 Pro PreviewOn the standard 1M input plus 500K output workload, Lyria 3 Pro Preview is estimated at $0 vs $8 for Gemini 3.1 Pro Preview Custom Tools, saving $8 (100% lower).
High-volume input processingLyria 3 Pro PreviewLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLyria 3 Pro PreviewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGemini 3.1 Pro Preview Custom ToolsA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Gemma 4 26B A4B (free) can replace Gemini 3.1 Pro Preview Custom Tools when lower sample workload cost matters most: $0.
  • Gemma 4 31B (free) can replace Gemini 3.1 Pro Preview Custom Tools when lower sample workload cost matters most: $0.
  • Lyria 3 Clip Preview can replace Gemini 3.1 Pro Preview Custom Tools when lower sample workload cost matters most: $0.
  • Gemma 3 4B can replace Gemini 3.1 Pro Preview Custom Tools when lower sample workload cost matters most: $0.08.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

Google catalog

Review all tracked Google models before deciding whether this matchup is the right shortlist.

Open Google models
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Gemini 3.1 Pro Preview Custom Tools

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