KAT-Coder-Pro V2.5 is $0.26 cheaper per 1M input tokens (26% lower; 1.35x difference).
API cost decision in 10 seconds
KAT-Coder-Pro V2.5 vs Anthropic Claude Haiku Latest
Pick KAT-Coder-Pro V2.5 when budget and context both matter.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick KAT-Coder-Pro V2.5 when budget and context both matter.
On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2.5 is estimated at $2.22 vs $3.5 for Anthropic Claude Haiku Latest, saving $1.28 (36.6% lower).
Cost-first pickKAT-Coder-Pro V2.5
Context-first pickKAT-Coder-Pro V2.5
Sample savings$1.2836.6%
10x traffic gap$12.8
KAT-Coder-Pro V2.5 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $12.8. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
KAT-Coder-Pro V2.5 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | KAT-Coder-Pro V2.5 | Anthropic Claude Haiku Latest |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | KAT-Coder-Pro V2.5 | $5.18 | $7.5 |
| Balanced workload | 1M input + 1M output | KAT-Coder-Pro V2.5 | $3.7 | $6 |
| Output-heavy chatbot | 1M input + 5M output | KAT-Coder-Pro V2.5 | $15.54 | $26 |
KAT-Coder-Pro V2.5 is $2.04 cheaper per 1M output tokens (40.8% lower; 1.69x difference).
KAT-Coder-Pro V2.5 has 56K more context (1.28x larger).
KAT-Coder-Pro V2.5 is $1.28 cheaper on the standard workload (36.6% 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
KAT-Coder-Pro V2.5 has the lower input price; KAT-Coder-Pro V2.5 has the lower output price; KAT-Coder-Pro V2.5 offers the larger context window. For the 1M input plus 500K output sample, KAT-Coder-Pro V2.5 is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $2.22 for KAT-Coder-Pro V2.5 and $3.5 for Anthropic Claude Haiku Latest.
Choose KAT-Coder-Pro V2.5 when you care most about lower input-token price, lower output-token price, and larger context window.
Choose Anthropic Claude Haiku Latest when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
- On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2.5 is estimated at $2.22 vs $3.5 for Anthropic Claude Haiku Latest, saving $1.28 (36.6% lower).
- KAT-Coder-Pro V2.5 is $1.28 cheaper on the standard workload (36.6% lower).
- KAT-Coder-Pro V2.5 is $0.26 cheaper per 1M input tokens (26% lower; 1.35x difference).
- KAT-Coder-Pro V2.5 is $2.04 cheaper per 1M output tokens (40.8% lower; 1.69x difference).
- KAT-Coder-Pro V2.5 has 56K more context (1.28x larger).
| Feature | KAT-Coder-Pro V2.5 (Kwaipilot) | Anthropic Claude Haiku Latest (Anthropic) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.74 | $1 |
| Completion Price per 1M tokens | $2.96 | $5 |
| Sample Workload Cost 1M input + 500K output | $2.22 | $3.5 |
| Context Window | 256K | 200K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | KAT-Coder-Pro V2.5 | On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2.5 is estimated at $2.22 vs $3.5 for Anthropic Claude Haiku Latest, saving $1.28 (36.6% lower). |
| High-volume input processing | KAT-Coder-Pro V2.5 | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | KAT-Coder-Pro V2.5 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | KAT-Coder-Pro V2.5 | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- KAT-Coder-Air V2.5 can replace KAT-Coder-Pro V2.5 when lower sample workload cost matters most: $0.45.
- KAT-Coder-Pro V2 can replace KAT-Coder-Pro V2.5 when lower sample workload cost matters most: $0.9.
- Claude 3 Haiku can replace Anthropic Claude Haiku Latest when lower sample workload cost matters most: $0.88.
- Claude Haiku 4.5 (batch) can replace Anthropic Claude Haiku Latest when lower sample workload cost matters most: $1.75.
- Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.17 sample workload cost.
- DeepSeek V4 Flash Latest offers 1.31M context with $0.11 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Ox Alpha · stealth · #4
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