API cost decision in 10 seconds

Claude Opus Latest vs Gemma 4 31B

Pick Gemma 4 31B for lower cost; pick Claude Opus Latest only if the larger context window matters more.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Gemma 4 31B for lower cost; pick Claude Opus Latest only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Gemma 4 31B is estimated at $0.3 vs $17.5 for Claude Opus Latest, saving $17.2 (98.3% lower).

Cost-first pickGemma 4 31B
Context-first pickClaude Opus Latest
Sample savings$17.298.3%
10x traffic gap$171.95

Claude Opus Latest has more context, but Gemma 4 31B saves $17.2 on the standard workload. At 10x that traffic, the same price gap is about $171.95. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Gemma 4 31B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickClaude Opus LatestGemma 4 31B
Input-heavy / RAG5M input + 500K outputGemma 4 31B$37.5$0.78
Balanced workload1M input + 1M outputGemma 4 31B$30$0.49
Output-heavy chatbot1M input + 5M outputGemma 4 31B$130$1.97
Cheaper input Gemma 4 31B $5 vs $0.12 / 1M

Gemma 4 31B is $4.88 cheaper per 1M input tokens (97.6% lower; 41.7x difference).

Cheaper output Gemma 4 31B $25 vs $0.37 / 1M

Gemma 4 31B is $24.63 cheaper per 1M output tokens (98.5% lower; 67.6x difference).

Larger context Claude Opus Latest 1M vs 262.14K

Claude Opus Latest has 737.86K more context (3.81x larger).

Sample workload Gemma 4 31B $17.5 vs $0.3

Gemma 4 31B is $17.2 cheaper on the standard workload (98.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Claude Opus Latest Calculating… Estimated API cost
Gemma 4 31B 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

Gemma 4 31B has the lower input price; Gemma 4 31B has the lower output price; Claude Opus Latest offers the larger context window. For the 1M input plus 500K output sample, Gemma 4 31B is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $17.5 for Claude Opus Latest and $0.3 for Gemma 4 31B.

Best Fit

Choose Claude Opus Latest when you care most about larger context window.

Choose Gemma 4 31B when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Gemma 4 31B is estimated at $0.3 vs $17.5 for Claude Opus Latest, saving $17.2 (98.3% lower).
  • Gemma 4 31B is $17.2 cheaper on the standard workload (98.3% lower).
  • Gemma 4 31B is $4.88 cheaper per 1M input tokens (97.6% lower; 41.7x difference).
  • Gemma 4 31B is $24.63 cheaper per 1M output tokens (98.5% lower; 67.6x difference).
  • Claude Opus Latest has 737.86K more context (3.81x larger).
Head-to-Head Specs
FeatureClaude Opus Latest
(Anthropic)
Gemma 4 31B
(Google)
Input Price
prompt tokens per 1M
$5$0.12
Completion Price
per 1M tokens
$25$0.37
Sample Workload Cost
1M input + 500K output
$17.5$0.3
Context Window1M262.14K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGemma 4 31BOn the standard 1M input plus 500K output workload, Gemma 4 31B is estimated at $0.3 vs $17.5 for Claude Opus Latest, saving $17.2 (98.3% lower).
High-volume input processingGemma 4 31BLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGemma 4 31BLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workClaude Opus LatestA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Claude 3 Haiku can replace Claude Opus Latest when lower sample workload cost matters most: $0.88.
  • Claude 3.5 Haiku can replace Claude Opus Latest when lower sample workload cost matters most: $2.8.
  • Anthropic Claude Haiku Latest can replace Claude Opus Latest when lower sample workload cost matters most: $3.5.
  • Claude Haiku 4.5 can replace Claude Opus Latest when lower sample workload cost matters most: $3.5.
Popular competitors
  • No popular competitor is currently available.

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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Anthropic catalog

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Google catalog

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Claude Opus Latest

This model always redirects to the latest model in the Claude Opus family.

Gemma 4 31B

Gemma 4 31B Instruct is Google DeepMind's 30.7B dense multimodal model supporting text and image input with text output. Features a 256K token context window, configurable thinking/reasoning mode, native function...