DeepSeek V4 Pro vs Claude Sonnet 5
Which one to choose
Pick DeepSeek V4 Pro for hard math, STEM reasoning and agentic coding on an open-weight model with tunable thinking effort. Pick Claude Sonnet 5 when the job involves images, browsing or an everyday agent that verifies its own changes. The deciding factor is modality and openness: V4 Pro reads text only and ships open weights, while Sonnet 5 accepts images and is Anthropic's mid-tier hosted model.
Pricing comparison
| DeepSeek V4 Pro | Claude Sonnet 5 | |
|---|---|---|
| Model maker | DeepSeek | Anthropic |
| Delivery availability | Available | Available |
| Context window | 1M | 1M |
| Max output | 384K | 128K |
| Official price | Input$0.66per 1M tokensOutput$1.98per 1M tokens | Input$2.00per 1M tokensOutput$10.00per 1M tokens |
| Verified price | — | Input$0.70per 1M tokensOutput$3.50per 1M tokens |
| Model performance |
|
|
| Capabilities | JSON modePrompt CacheReasoningTool use | JSON modePrompt CacheReasoningTool useVision |
Choose DeepSeek V4 Pro when
- Your problems are proofs, algorithm design or concurrency bugs that reward a maximum reasoning setting.
- You want an open-weight model family you can also self-host and test against.
- You want to set thinking effort per request, up to a maximum level.
Choose Claude Sonnet 5 when
- Your inputs include screenshots, scans or diagrams alongside text.
- You need an agent that browses, compares sources and returns a sourced answer.
- You want the model to write a failing test and confirm its own fix without extra prompting.
How they differ
| Aspect | DeepSeek V4 Pro | Claude Sonnet 5 |
|---|---|---|
| Input types | Reads text only; image work needs a different DeepSeek model. | Reads text and images in the same request. |
| Reasoning control | Thinking and non-thinking modes with low, high and max effort, and reasoning text must be passed back in tool conversations. | Thinking is built in, but sampling settings such as temperature, top_p and top_k must stay at their defaults. |
| Openness | Open-weight mixture-of-experts model that can be run outside the hosted API. | Closed-weight model from Anthropic. |
| Strength profile | Aimed at agentic coding, math, STEM and broad world knowledge. | Aimed at everyday coding, planning and browsing, with the habit of checking its own work. |
| Latency tradeoff | Max effort produces long reasoning that adds delay. | Positioned as the faster everyday tier compared with Anthropic's Opus models. |
Summary
- DeepSeek V4 Pro: —; Claude Sonnet 5: Input $0.70 / Output $3.50 per 1M tokens. Rates depend on the billing unit, specification, and usage. Compare matching conditions in the model's detailed pricing; a single rate does not determine the total cost.
- DeepSeek V4 Pro supports 3.0x more output tokens
FAQ
Is DeepSeek V4 Pro better than Claude Sonnet 5?
Neither wins across the board. V4 Pro is stronger as a text-only reasoning engine for math and STEM, with open weights. Sonnet 5 is the better choice when you need vision, browsing or a general-purpose agent.
Which of the two handles images?
Claude Sonnet 5 does. DeepSeek V4 Pro reads text only, so a pipeline that includes screenshots or scanned pages needs Sonnet 5 or another vision-capable model for those steps.
Can one replace the other without prompt changes?
Not directly. V4 Pro depends on thinking effort levels and reasoning text passed between turns, while Sonnet 5 refuses non-default sampling parameters. Expect to adjust request parameters and re-test tool-call flows.
When should I use both?
Use Sonnet 5 as the front agent that browses and reads images, and send the narrow hard-reasoning steps, such as a derivation or a tricky algorithm, to V4 Pro at high effort.
Which is cheaper, DeepSeek V4 Pro or Claude Sonnet 5?
DeepSeek V4 Pro: —; Claude Sonnet 5: Input $0.70 / Output $3.50 per 1M tokens. Rates depend on the billing unit, specification, and usage. Compare matching conditions in the model's detailed pricing; a single rate does not determine the total cost.
What are the key differences between DeepSeek V4 Pro and Claude Sonnet 5?
Claude Sonnet 5: Vision
Sources
- DeepSeek V4 Preview Release
- DeepSeek thinking mode guide
- Introducing Claude Sonnet 5
- Claude Sonnet 5 model overview
Reviewed Oct 2, 2026