DeepSeek V3.2 Speciale is $4.71 cheaper per 1M input tokens (94.3% lower; 17.4x difference).
API cost decision in 10 seconds
OpenAI GPT Latest vs DeepSeek V3.2 Speciale
Pick DeepSeek V3.2 Speciale for lower cost; pick OpenAI GPT 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 DeepSeek V3.2 Speciale for lower cost; pick OpenAI GPT Latest only if the larger context window matters more.
On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $20 for OpenAI GPT Latest, saving $19.5 (97.5% lower).
Cost-first pickDeepSeek V3.2 Speciale
Context-first pickOpenAI GPT Latest
Sample savings$19.597.5%
10x traffic gap$194.97
OpenAI GPT Latest has more context, but DeepSeek V3.2 Speciale saves $19.5 on the standard workload. At 10x that traffic, the same price gap is about $194.97. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
DeepSeek V3.2 Speciale stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | OpenAI GPT Latest | DeepSeek V3.2 Speciale |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | DeepSeek V3.2 Speciale | $40 | $1.65 |
| Balanced workload | 1M input + 1M output | DeepSeek V3.2 Speciale | $35 | $0.72 |
| Output-heavy chatbot | 1M input + 5M output | DeepSeek V3.2 Speciale | $155 | $2.44 |
DeepSeek V3.2 Speciale is $29.57 cheaper per 1M output tokens (98.6% lower; 69.6x difference).
OpenAI GPT Latest has 886.16K more context (6.41x larger).
DeepSeek V3.2 Speciale is $19.5 cheaper on the standard workload (97.5% 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
DeepSeek V3.2 Speciale has the lower input price; DeepSeek V3.2 Speciale has the lower output price; OpenAI GPT Latest offers the larger context window. For the 1M input plus 500K output sample, DeepSeek V3.2 Speciale is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $20 for OpenAI GPT Latest and $0.5 for DeepSeek V3.2 Speciale.
Choose OpenAI GPT Latest when you care most about larger context window.
Choose DeepSeek V3.2 Speciale when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $20 for OpenAI GPT Latest, saving $19.5 (97.5% lower).
- DeepSeek V3.2 Speciale is $19.5 cheaper on the standard workload (97.5% lower).
- DeepSeek V3.2 Speciale is $4.71 cheaper per 1M input tokens (94.3% lower; 17.4x difference).
- DeepSeek V3.2 Speciale is $29.57 cheaper per 1M output tokens (98.6% lower; 69.6x difference).
- OpenAI GPT Latest has 886.16K more context (6.41x larger).
| Feature | OpenAI GPT Latest (OpenAI) | DeepSeek V3.2 Speciale (DeepSeek) |
|---|---|---|
| Input Price prompt tokens per 1M | $5 | $0.287 |
| Completion Price per 1M tokens | $30 | $0.431 |
| Sample Workload Cost 1M input + 500K output | $20 | $0.5 |
| Context Window | 1.05M | 163.84K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | DeepSeek V3.2 Speciale | On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $20 for OpenAI GPT Latest, saving $19.5 (97.5% lower). |
| High-volume input processing | DeepSeek V3.2 Speciale | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | DeepSeek V3.2 Speciale | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | OpenAI GPT Latest | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- gpt-oss-120b (free) can replace OpenAI GPT Latest when lower sample workload cost matters most: $0.
- gpt-oss-20b (free) can replace OpenAI GPT Latest when lower sample workload cost matters most: $0.
- gpt-oss-20b can replace OpenAI GPT Latest when lower sample workload cost matters most: $0.1.
- gpt-oss-120b can replace OpenAI GPT Latest when lower sample workload cost matters most: $0.13.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
- Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
- No popular competitor is currently available.
Cheaper alternatives
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DeepSeek-V3.2-Speciale is a high-compute variant of DeepSeek-V3.2 optimized for maximum reasoning and agentic performance. It builds on DeepSeek Sparse Attention (DSA) for efficient long-context processing, then scales post-training reinforcement learning...