Anthropic vs DeepSeek
SEPT 2026 auditA comparison of Anthropic and DeepSeek built from values read directly from each provider's own documentation, with the source recorded against every figure.
The short answer
Choose Anthropic if…
Teams that want the full 1M-token window at the standard per-token rate rather than a long-context surcharge, and that can use caching and batch to cut a frontier-model bill roughly in half.
Editorial · Palash Bagchi · approved
Choose DeepSeek if…
Batch-shaped work that can run outside weekday mornings UTC, where off-peak halves an already low rate and a cache hit costs about 3% of a cache miss.
Editorial · Palash Bagchi · approved
Consider something else if…
- Anthropic: Its cheapest model is $1 per million input tokens, several times what the budget tiers at Google, OpenAI and DeepSeek charge, so high-volume simple work is priced against you.
- DeepSeek: Capacity is expressed as concurrent requests rather than tokens per minute, which is a different thing to plan against, and the peak window lands on European working hours.
8 sourced criteria separate them — see where, with sources, below.
Pick the criteria you care about. The chart counts how many of them lean toward each provider — the same read as scanning the bars below, just totalled for the ones you chose.
Anthropic 0
DeepSeek 0
At a glance.
| Criterion | Anthropic | DeepSeek |
|---|---|---|
| Pricing | ||
| Pricing model | Per million tokens, priced separately for input and output and per model, with multipliers stacked on top: prompt caching, a 50% batch discount, a 1.1x uplift for US-only inference on Claude 4.6 and later, and a fast-mode premium. | Per million tokens, with every rate doubling at peak: off-peak is half price, and peak is 01:00-04:00 and 06:00-10:00 UTC on weekdays. |
| Inference | ||
| Input price, top model | $10 per million input tokens for Claude Fable 5.1, the most capable model. | $1.32 per million input tokens for deepseek-v4-pro at peak on a cache miss, halving to $0.66 off-peak; a cache hit is $0.044 peak and $0.022 off-peak. |
| Output price, top model | $50 per million output tokens for Claude Fable 5.1. | $3.96 per million output tokens for deepseek-v4-pro at peak, $1.98 off-peak. |
| Input price, cheapest model | $1 per million input tokens for Claude Haiku 4.5, the cheapest current model. | $0.3 per million input tokens for deepseek-flash at peak on a cache miss, $0.15 off-peak; output is $1.2 peak and $0.6 off-peak. |
| Context window | 1M tokens on Claude Fable 5.1, Claude Opus 5 and Claude Sonnet 5; 200K on Claude Haiku 4.5. | 1M tokens on both models in the current line, deepseek-flash and deepseek-v4-pro. |
| Max output tokens | 128K tokens on the top three models, 64K on Claude Haiku 4.5. | 384K tokens maximum. |
| Prompt caching | Supported — Priced separately: 5-minute and 1-hour cache writes, with cheaper cache hits and refreshes. | Supported |
| Rate limits | Per-organization limits set by usage tier (Start, Build, Scale, Custom). On the Start tier the Messages API allows 1,000 RPM with 2,000,000 input and 400,000 output tokens per minute for Claude Opus 5, Sonnet 5 and Haiku 4.5, under a $500/month spend cap. | Concurrency rather than requests per minute: 500 concurrent requests on deepseek-v4-pro and 2,500 on deepseek-v4-flash, per account rather than per key. Exceeding it returns HTTP 429, and expansion is free on request. |
| Compliance | ||
| GDPR / data residency | Inference geo is chosen per request ("global" or "us"); workspace data-at-rest geo is fixed at creation and "us" is currently the only option. | Personal data is collected, processed and stored in the People's Republic of China; Prighter is the appointed EU and UK privacy representative. |
Where they differ.
Pricing model
- Anthropic
- Per million tokens, priced separately for input and output and per model, with multipliers stacked on top: prompt caching, a 50% batch discount, a 1.1x uplift for US-only inference on Claude 4.6 and later, and a fast-mode premium.
- DeepSeek
- Per million tokens, with every rate doubling at peak: off-peak is half price, and peak is 01:00-04:00 and 06:00-10:00 UTC on weekdays.
Sources (2) →Sources ↓
- Pricing — Claude Docs ↗
“This page provides detailed pricing information for Anthropic's models and features. All prices are in USD. [...] These multipliers stack with other pricing modifiers, including the Batch API discount and data residency. [...] specifying US-only inference through the inference_geo parameter incurs a 1.1x multiplier on all token pricing categories”
Read 2026-09-06 · official pricing · Report a correction
- Models & Pricing | DeepSeek API Docs ↗
“The prices listed below are in units of per 1M tokens. [...] Off-peak rates are half of the peak rates. Peak hours are 01:00 - 04:00 and 06:00 - 10:00 UTC, Monday through Friday (all other hours are off-peak).”
Read 2026-09-13 · official pricing · Report a correction
Input price, top model
- Anthropic
- $10 per million input tokens for Claude Fable 5.1, the most capable model.
- DeepSeek
- $1.32 per million input tokens for deepseek-v4-pro at peak on a cache miss, halving to $0.66 off-peak; a cache hit is $0.044 peak and $0.022 off-peak.
Sources (2) →Sources ↓
- Pricing — Claude Docs ↗
“Model Base input tokens 5m cache writes 1h cache writes Cache hits and refreshes Output tokens Claude Fable 5.1 $10 / MTok $12.50 / MTok $20 / MTok $0.25 / MTok 1 $50 / MTok”
Read 2026-09-14 · official pricing · Report a correction
- Models & Pricing | DeepSeek API Docs ↗
“1M INPUT TOKENS (CACHE MISS) OFF-PEAK $0.15 $0.66 PEAK $0.3 $1.32 [...] 1M INPUT TOKENS (CACHE HIT) OFF-PEAK $0.003 $0.022 PEAK $0.006 $0.044”
Read 2026-09-13 · official pricing · Report a correction
Output price, top model
- Anthropic
- $50 per million output tokens for Claude Fable 5.1.
- DeepSeek
- $3.96 per million output tokens for deepseek-v4-pro at peak, $1.98 off-peak.
Sources (2) →Sources ↓
- Pricing — Claude Docs ↗
“Model Base input tokens 5m cache writes 1h cache writes Cache hits and refreshes Output tokens Claude Fable 5.1 $10 / MTok $12.50 / MTok $20 / MTok $0.25 / MTok 1 $50 / MTok”
Read 2026-09-14 · official pricing · Report a correction
- Models & Pricing | DeepSeek API Docs ↗
“1M OUTPUT TOKENS OFF-PEAK $0.6 $1.98 PEAK $1.2 $3.96”
Read 2026-09-13 · official pricing · Report a correction
Input price, cheapest model
- Anthropic
- $1 per million input tokens for Claude Haiku 4.5, the cheapest current model.
- DeepSeek
- $0.3 per million input tokens for deepseek-flash at peak on a cache miss, $0.15 off-peak; output is $1.2 peak and $0.6 off-peak.
Sources (2) →Sources ↓
- Pricing — Claude Docs ↗
“Claude Haiku 4.5 $1 / MTok $1.25 / MTok $2 / MTok $0.10 / MTok $5 / MTok”
Read 2026-09-14 · official pricing · Report a correction
- Models & Pricing | DeepSeek API Docs ↗
“MODEL deepseek-flash(1) deepseek-v4-pro(2) [...] 1M INPUT TOKENS (CACHE MISS) OFF-PEAK $0.15 $0.66 PEAK $0.3 $1.32 [...] 1M OUTPUT TOKENS OFF-PEAK $0.6 $1.98 PEAK $1.2 $3.96”
Read 2026-09-13 · official pricing · Report a correction
Context window
1M tokens on Claude Fable 5.1, Claude Opus 5 and Claude Sonnet 5; 200K on Claude Haiku 4.5.
1M tokens on both models in the current line, deepseek-flash and deepseek-v4-pro.
Sources (2) →Sources ↓
- Models overview — Claude Docs ↗
“Context window 1M tokens 1M tokens 1M tokens 200K tokens Max output 128K tokens 128K tokens 128K tokens 64K tokens”
Read 2026-09-14 · official docs · Report a correction
- Models & Pricing | DeepSeek API Docs ↗
“CONTEXT LENGTH 1M”
Read 2026-09-13 · official pricing · Report a correction
Max output tokens
- Anthropic
- 128K tokens on the top three models, 64K on Claude Haiku 4.5.
- DeepSeek
- 384K tokens maximum.
Sources (2) →Sources ↓
- Models overview — Claude Docs ↗
“Context window 1M tokens 1M tokens 1M tokens 200K tokens Max output 128K tokens 128K tokens 128K tokens 64K tokens”
Read 2026-09-14 · official docs · Report a correction
- Models & Pricing | DeepSeek API Docs ↗
“MAX OUTPUT MAXIMUM: 384K”
Read 2026-09-13 · official pricing · Report a correction
Rate limits
- Anthropic
- Per-organization limits set by usage tier (Start, Build, Scale, Custom). On the Start tier the Messages API allows 1,000 RPM with 2,000,000 input and 400,000 output tokens per minute for Claude Opus 5, Sonnet 5 and Haiku 4.5, under a $500/month spend cap.
- DeepSeek
- Concurrency rather than requests per minute: 500 concurrent requests on deepseek-v4-pro and 2,500 on deepseek-v4-flash, per account rather than per key. Exceeding it returns HTTP 429, and expansion is free on request.
Sources (2) →Sources ↓
- Rate limits - Claude Platform Docs ↗
“The rate limits for the Messages API are measured in requests per minute (RPM), input tokens per minute (ITPM), and output tokens per minute (OTPM) for each model class. [...] Claude Opus 5 1,000 2,000,000 400,000 [...] Usage tier Monthly spend cap Start $500 USD Build $1,000 USD Scale $200,000 USD”
Read 2026-09-13 · official docs · Report a correction
- Rate Limit & Isolation — DeepSeek API Docs ↗
“Concurrency Limit | 500 | 2500 | 2500 [...] Concurrency limits are calculated at the account level, regardless of which API Key is used [...] when the concurrency limit is exceeded, you will receive an HTTP 429 error code [...] There is no additional cost for capacity expansion.”
Read 2026-09-06 · official docs · Report a correction
GDPR / data residency
- Anthropic
- Inference geo is chosen per request ("global" or "us"); workspace data-at-rest geo is fixed at creation and "us" is currently the only option.
- DeepSeek
- Personal data is collected, processed and stored in the People's Republic of China; Prighter is the appointed EU and UK privacy representative.
Sources (2) →Sources ↓
- Data residency - Claude Platform Docs ↗
“inference geo: controls where model inference runs, on a per-request basis [...] Workspace geo is set when you create a workspace and can [...] is the only available workspace geo.”
Read 2026-09-13 · official docs · Report a correction
- DeepSeek Privacy Policy ↗
“we directly collect, process and store your Personal Data in People's Republic of China [...] have therefore appointed Prighter Group with its local partners as our privacy representative”
Read 2026-09-13 · official site · Report a correction
When these numbers change, hear about it. Sources are re-checked monthly; a repricing goes out as a short note.
Documented by only one.
These criteria are published by one provider and not the other. An absence here means we have not found a source, not that the feature is missing — except where we say we read the other provider's own page on a given date and it does not state it. Those rows lean, and the provider can correct them with a link.
Questions this comparison answers.
Should I choose Anthropic or DeepSeek?
Pick Anthropic if Teams that want the full 1M-token window at the standard per-token rate rather than a long-context surcharge, and that can use caching and batch to cut a frontier-model bill roughly in half.
Pick DeepSeek if Batch-shaped work that can run outside weekday mornings UTC, where off-peak halves an already low rate and a cache hit costs about 3% of a cache miss.

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