Crouton Alpha is free for input tokens while GPT-6 Sol Pro (batch) costs $1 per 1M tokens.
API cost decision in 10 seconds
NewCrouton Alpha vs GPT-6 Sol Pro (batch)
Pick Crouton Alpha for lower cost; pick GPT-6 Sol Pro (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 Crouton Alpha for lower cost; pick GPT-6 Sol Pro (batch) only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Crouton Alpha is estimated at $0 vs $3.5 for GPT-6 Sol Pro (batch), saving $3.5 (100% lower).
Cost-first pickCrouton Alpha
Context-first pickGPT-6 Sol Pro (batch)
Sample savings$3.5100%
10x traffic gap$35
GPT-6 Sol Pro (batch) has more context, but Crouton Alpha saves $3.5 on the standard workload. At 10x that traffic, the same price gap is about $35. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Crouton Alpha stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Crouton Alpha | GPT-6 Sol Pro (batch) |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Crouton Alpha | $0 | $7.5 |
| Balanced workload | 1M input + 1M output | Crouton Alpha | $0 | $6 |
| Output-heavy chatbot | 1M input + 5M output | Crouton Alpha | $0 | $26 |
Crouton Alpha is free for output tokens while GPT-6 Sol Pro (batch) costs $5 per 1M tokens.
GPT-6 Sol Pro (batch) has 1.42K more context (1x larger).
Crouton Alpha is free for the standard workload while the other model is estimated at $3.5.
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
Crouton Alpha has the lower input price; Crouton Alpha has the lower output price; GPT-6 Sol Pro (batch) offers the larger context window. For the 1M input plus 500K output sample, Crouton Alpha is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0 for Crouton Alpha and $3.5 for GPT-6 Sol Pro (batch).
Choose Crouton Alpha when you care most about lower input-token price, and lower output-token price.
Choose GPT-6 Sol Pro (batch) when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Crouton Alpha is estimated at $0 vs $3.5 for GPT-6 Sol Pro (batch), saving $3.5 (100% lower).
- Crouton Alpha is free for the standard workload while the other model is estimated at $3.5.
- Crouton Alpha is free for input tokens while GPT-6 Sol Pro (batch) costs $1 per 1M tokens.
- Crouton Alpha is free for output tokens while GPT-6 Sol Pro (batch) costs $5 per 1M tokens.
- GPT-6 Sol Pro (batch) has 1.42K more context (1x larger).
| Feature | NewCrouton Alpha (stealth) | GPT-6 Sol Pro (batch) (OpenAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $0 | $1 |
| Completion Price per 1M tokens | $0 | $5 |
| Sample Workload Cost 1M input + 500K output | $0 | $3.5 |
| Context Window | 1.05M | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Crouton Alpha | On the standard 1M input plus 500K output workload, Crouton Alpha is estimated at $0 vs $3.5 for GPT-6 Sol Pro (batch), saving $3.5 (100% lower). |
| High-volume input processing | Crouton Alpha | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Crouton Alpha | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | GPT-6 Sol Pro (batch) | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- gpt-oss-120b (free) can replace GPT-6 Sol Pro (batch) when lower sample workload cost matters most: $0.
- gpt-oss-20b (free) can replace GPT-6 Sol Pro (batch) when lower sample workload cost matters most: $0.
- gpt-oss-120b can replace GPT-6 Sol Pro (batch) when lower sample workload cost matters most: $0.06.
- gpt-oss-20b can replace GPT-6 Sol Pro (batch) when lower sample workload cost matters most: $0.06.
- 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.
- Llama 4 Scout offers 1.31M context with $0.25 sample workload cost.
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