Claude Haiku 5.5 (batch) is $0.4 cheaper per 1M input tokens (88.9% lower; 9x difference).
API cost decision in 10 seconds
NewClaude Haiku 5.5 (batch) vs GLM 5.3 (batch)
Pick Claude Haiku 5.5 (batch) for lower cost; pick GLM 5.3 (batch) only if the larger context window matters more.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Claude Haiku 5.5 (batch) for lower cost; pick GLM 5.3 (batch) only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Claude Haiku 5.5 (batch) is estimated at $0.17 vs $1.45 for GLM 5.3 (batch), saving $1.27 (87.9% lower).
Cost-first pickClaude Haiku 5.5 (batch)
Context-first pickGLM 5.3 (batch)
Sample savings$1.2787.9%
10x traffic gap$12.75
GLM 5.3 (batch) has more context, but Claude Haiku 5.5 (batch) saves $1.27 on the standard workload. At 10x that traffic, the same price gap is about $12.75. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Claude Haiku 5.5 (batch) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Claude Haiku 5.5 (batch) | GLM 5.3 (batch) |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Claude Haiku 5.5 (batch) | $0.38 | $3.25 |
| Balanced workload | 1M input + 1M output | Claude Haiku 5.5 (batch) | $0.3 | $2.45 |
| Output-heavy chatbot | 1M input + 5M output | Claude Haiku 5.5 (batch) | $1.3 | $10.45 |
Claude Haiku 5.5 (batch) is $1.75 cheaper per 1M output tokens (87.5% lower; 8x difference).
GLM 5.3 (batch) has 48.58K more context (1.05x larger).
Claude Haiku 5.5 (batch) is $1.27 cheaper on the standard workload (87.9% lower).
Estimate your workload cost
Your Workload Cost
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
Claude Haiku 5.5 (batch) has the lower input price; Claude Haiku 5.5 (batch) has the lower output price; GLM 5.3 (batch) offers the larger context window. For the 1M input plus 500K output sample, Claude Haiku 5.5 (batch) is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.17 for Claude Haiku 5.5 (batch) and $1.45 for GLM 5.3 (batch).
Choose Claude Haiku 5.5 (batch) when you care most about lower input-token price, and lower output-token price.
Choose GLM 5.3 (batch) when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Claude Haiku 5.5 (batch) is estimated at $0.17 vs $1.45 for GLM 5.3 (batch), saving $1.27 (87.9% lower).
- Claude Haiku 5.5 (batch) is $1.27 cheaper on the standard workload (87.9% lower).
- Claude Haiku 5.5 (batch) is $0.4 cheaper per 1M input tokens (88.9% lower; 9x difference).
- Claude Haiku 5.5 (batch) is $1.75 cheaper per 1M output tokens (87.5% lower; 8x difference).
- GLM 5.3 (batch) has 48.58K more context (1.05x larger).
| Feature | NewClaude Haiku 5.5 (batch) (Anthropic) | GLM 5.3 (batch) (Z.ai) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.05 | $0.45 |
| Completion Price per 1M tokens | $0.25 | $2 |
| Sample Workload Cost 1M input + 500K output | $0.17 | $1.45 |
| Context Window | 1M | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Claude Haiku 5.5 (batch) | On the standard 1M input plus 500K output workload, Claude Haiku 5.5 (batch) is estimated at $0.17 vs $1.45 for GLM 5.3 (batch), saving $1.27 (87.9% lower). |
| High-volume input processing | Claude Haiku 5.5 (batch) | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Claude Haiku 5.5 (batch) | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | GLM 5.3 (batch) | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- GLM 5.2 (free) can replace GLM 5.3 (batch) when lower sample workload cost matters most: $0.
- GLM 4.5 Air (free) can replace GLM 5.3 (batch) when lower sample workload cost matters most: $0.
- GLM 4 32B can replace GLM 5.3 (batch) when lower sample workload cost matters most: $0.15.
- GLM 5.3 Flash (batch) can replace GLM 5.3 (batch) when lower sample workload cost matters most: $0.16.
- Llama 4 Scout offers 1.31M context with $0.47 sample workload cost.
- MiMo-V2.6-Flash offers 1.05M context with $0.28 sample workload cost.
- GPT-6 Luna offers 1.05M context with $0.35 sample workload cost.
- GPT-6 Luna Pro offers 1.05M context with $0.35 sample workload cost.
- DeepSeek V4.1 Flash · DeepSeek · #1
- Step 5 Preview · StepFun · #2
- GLM 5.3 Flash · Z.ai · #3
- MiMo-V2.6-Flash · Xiaomi · #4
Cheaper alternatives
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