API cost decision in 10 seconds

Claude Opus 5 (batch) vs Kimi K3 (batch)

Pick Claude Opus 5 (batch) for lower cost; pick Kimi K3 (batch) 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 Claude Opus 5 (batch) for lower cost; pick Kimi K3 (batch) only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Claude Opus 5 (batch) is estimated at $8.75 vs $10.5 for Kimi K3 (batch), saving $1.75 (16.7% lower).

Cost-first pickClaude Opus 5 (batch)
Context-first pickKimi K3 (batch)
Sample savings$1.7516.7%
10x traffic gap$17.5

Kimi K3 (batch) has more context, but Claude Opus 5 (batch) saves $1.75 on the standard workload. At 10x that traffic, the same price gap is about $17.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Claude Opus 5 (batch) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickClaude Opus 5 (batch)Kimi K3 (batch)
Input-heavy / RAG5M input + 500K outputClaude Opus 5 (batch)$18.75$22.5
Balanced workload1M input + 1M outputClaude Opus 5 (batch)$15$18
Output-heavy chatbot1M input + 5M outputClaude Opus 5 (batch)$65$78
Cheaper input Claude Opus 5 (batch) $2.5 vs $3 / 1M

Claude Opus 5 (batch) is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).

Cheaper output Claude Opus 5 (batch) $12.5 vs $15 / 1M

Claude Opus 5 (batch) is $2.5 cheaper per 1M output tokens (16.7% lower; 1.2x difference).

Larger context Kimi K3 (batch) 1M vs 1.05M

Kimi K3 (batch) has 48.58K more context (1.05x larger).

Sample workload Claude Opus 5 (batch) $8.75 vs $10.5

Claude Opus 5 (batch) is $1.75 cheaper on the standard workload (16.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Claude Opus 5 (batch) Calculating… Estimated API cost
Kimi K3 (batch) 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

Claude Opus 5 (batch) has the lower input price; Claude Opus 5 (batch) has the lower output price; Kimi K3 (batch) offers the larger context window. For the 1M input plus 500K output sample, Claude Opus 5 (batch) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $8.75 for Claude Opus 5 (batch) and $10.5 for Kimi K3 (batch).

Best Fit

Choose Claude Opus 5 (batch) when you care most about lower input-token price, and lower output-token price.

Choose Kimi K3 (batch) when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Claude Opus 5 (batch) is estimated at $8.75 vs $10.5 for Kimi K3 (batch), saving $1.75 (16.7% lower).
  • Claude Opus 5 (batch) is $1.75 cheaper on the standard workload (16.7% lower).
  • Claude Opus 5 (batch) is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
  • Claude Opus 5 (batch) is $2.5 cheaper per 1M output tokens (16.7% lower; 1.2x difference).
  • Kimi K3 (batch) has 48.58K more context (1.05x larger).
Head-to-Head Specs
FeatureClaude Opus 5 (batch)
(Anthropic)
Kimi K3 (batch)
(MoonshotAI)
Input Price
prompt tokens per 1M
$2.5$3
Completion Price
per 1M tokens
$12.5$15
Sample Workload Cost
1M input + 500K output
$8.75$10.5
Context Window1M1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionClaude Opus 5 (batch)On the standard 1M input plus 500K output workload, Claude Opus 5 (batch) is estimated at $8.75 vs $10.5 for Kimi K3 (batch), saving $1.75 (16.7% lower).
High-volume input processingClaude Opus 5 (batch)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsClaude Opus 5 (batch)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workKimi K3 (batch)A 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 5 (batch) when lower sample workload cost matters most: $0.88.
  • Claude Haiku 4.5 (batch) can replace Claude Opus 5 (batch) when lower sample workload cost matters most: $1.75.
  • Claude 3.5 Haiku can replace Claude Opus 5 (batch) when lower sample workload cost matters most: $2.8.
  • Claude Sonnet 5 (batch) can replace Claude Opus 5 (batch) when lower sample workload cost matters most: $3.5.
Larger context near this budget

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

Anthropic catalog

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

Open Anthropic models

MoonshotAI catalog

Check other MoonshotAI models with comparable pricing, context, or release timing.

Open MoonshotAI models
Claude Opus 5 (batch)

Claude Opus 5 is Anthropic’s flagship model for demanding reasoning, coding, and long-horizon agentic work. It is particularly strong at end-to-end software tasks, code review and bug finding, visual analysis...

Kimi K3 (batch)

Kimi K3 is a 2.8T parameter open-weight multimodal reasoning model from Moonshot AI. It is suited for complex coding, knowledge work, and long-horizon agentic workflows, and is particularly strong at...