★ Head-to-head
Claude Sonnet 5.5 vs DeepSeek V4 Pro: API Cost Comparison
A closed mid-tier default against a cheaper open-weight alternative.
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- Updated 7 Nov 2026
| Side by side | Claude Sonnet 5.5 Anthropic | DeepSeek V4 Pro DeepSeek |
|---|---|---|
| Input / 1M | $2 | $1.32 |
| Output / 1M | $10 | $3.96 |
| Cached input / 1M | $0.10 | $0.044 |
| Batch discount | 50% off | None |
| Context window | 1M tokens | Not published |
| Long-prompt surcharge | None | None |
| Tier | Mid-tier | Mid-tier |
Workload
Repeated system prompt or docs
Jobs that can wait hours
Models
$ per 1M tokens, input / output
Monthly cost · 30 days
- Cheapest
- $1,148
- DeepSeek V4 Pro
- Priciest
- $2,100
- Claude Sonnet 5.5
- Spread
- 1.8×
- priciest vs cheapest
| Per 1K users / mo | |||
|---|---|---|---|
DeepSeek V4 ProCheapest | $0.00383 | $1,148 | $574 |
Claude Sonnet 5.5 | $0.00700 | $2,100 | $1,050 |
Where the money is
If 60% of your traffic is simple enough for DeepSeek V4 Pro, routing it there instead of Claude Sonnet 5.5 saves about $571/month.
Caching half your input on Claude Sonnet 5.5 (a shared system prompt or document) would cut about $570/month.
You're looking at $1,148–$2,100/month.
Most AI products I audit can cut that 30–60% with routing, caching and shorter prompts.
Cost at three traffic levels
Same request on both: 2,000 input tokens and 300 output tokens, no caching, no batch, 30-day month.
| Requests / day | Claude Sonnet 5.5 | DeepSeek V4 Pro | Difference |
|---|---|---|---|
| 1,000 | $210 | $115 | $95.16 |
| 10,000 | $2,100 | $1,148 | $952 |
| 100,000 | $21,000 | $11,484 | $9,516 |
By request type:
| Per 1K calls | Claude Sonnet 5.5 | DeepSeek V4 Pro |
|---|---|---|
| Classification or routing call | $0.9000 | $0.5676 |
| Support chat reply | $5.50 | $2.97 |
| RAG answer over your docs | $16.00 | $9.50 |
| Long document summary | $90.00 | $56.76 |
When to pick which
- DeepSeek V4 Pro is 1.5× cheaper on input tokens, which matters most for RAG and long prompts.
- DeepSeek V4 Pro is 2.5× cheaper on output tokens, which matters most for long answers, code generation and reasoning.
- Cache reads are 2.3× cheaper on DeepSeek V4 Pro ($0.044 vs $0.10 per 1M), so it pulls ahead when your prompts share a long fixed prefix.
- Claude Sonnet 5.5 offers a 50% batch discount for jobs that can wait; DeepSeek V4 Pro has no batch tier.
- DeepSeek V4 Pro is open-weight, so you can move to self-hosting later without changing models.
Claude Sonnet 5.5: The default for production chat, RAG and coding assistants: strong quality at a mid-tier price.
DeepSeek V4 Pro: DeepSeek's larger open-weight model. A low-cost alternative to mid-tier closed models.
Verdict
DeepSeek V4 Pro wins on price
1.8× cheaperOn price alone, DeepSeek V4 Pro wins: about 1.8× cheaper than Claude Sonnet 5.5 for a typical request. Price is one input. Run both on 50 of your real prompts, compare the answers and the billed tokens, and route by difficulty if the quality gap only shows up on hard requests.
How the math works
Every provider bills input tokens (your prompt, system prompt and retrieved documents) and output tokens (the reply) separately, per million. Output is usually 4–5× the input price, so chatty apps are output-heavy and RAG apps are input-heavy.
Two adjustments are applied automatically. Introductory prices (currently on some Gemini models) are used until their end date. Long-prompt surcharges kick in when your average input crosses the provider's threshold: 272K tokens on current OpenAI models, 100K on Claude Haiku 5.5.
Not modelled: cache-write premiums, priority or fast tiers, regional surcharges, image and audio tokens, and reasoning tokens a model spends before answering (they bill as output, so add them to your output estimate if you use extended thinking).
Questions
Which is cheaper, Claude Sonnet 5.5 or DeepSeek V4 Pro?
Can I use both Claude Sonnet 5.5 and DeepSeek V4 Pro?
How often do Anthropic and DeepSeek change prices?
Sources
All prices are list prices from each provider's own documentation, standard tier, in USD, last verified on 7 Nov 2026. Providers change prices often; if a number here disagrees with the source, the source wins.
- Claude Sonnet 5.5platform.claude.com
- DeepSeek V4 Proapi-docs.deepseek.com
More from the workbench
Fine print
Tools: on the house.
Engineer: by the hour.
Knowing your AI bill was free. Cutting it in half isn't, but I'm cheaper than the overspend.
I'm Himanshu, an AI and full-stack engineer. I build MVPs, AI agents and the growth plumbing around them for early-stage startups.
