DeepInfra vs DeepSeek
SEPT 2026 auditA comparison of DeepInfra and DeepSeek built from values read directly from each provider's own documentation, with the source recorded against every figure.
The short answer
Choose DeepInfra if…
Running open-weight models at the lowest published per-token rates here — DeepSeek-V4-Flash at $0.06 per million input is a fraction of what the lab itself charges — with dedicated H100s at $2.20 an hour if throughput demands it.
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…
- DeepInfra: Only some models carry per-token pricing; the rest bill for inference execution time, which is a different and harder thing to forecast.
- 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.
9 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.
DeepInfra 0
DeepSeek 0
At a glance.
| Criterion | DeepInfra | DeepSeek |
|---|---|---|
| Pricing | ||
| Entry paid plan | No minimum spend and no seat fees - billing is pay-per-token usage only, with no charge for idle GPU time. | No entry plan — DeepSeek publishes one unified pricing standard for the API and states there are no tiered plans. Stated in the API FAQ answer on whether higher-rate-limit plans exist. |
| Pricing model | Two products on one bill: per-token serverless inference with a separate cached-input rate for each model, and dedicated GPUs billed per minute and invoiced weekly. Models without per-token pricing are billed for inference execution time instead. | 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 | $1.30 per million input tokens for DeepSeek-V4-Pro, the most expensive model in its catalogue. Cached input is $0.10. | $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 | $2.60 per million output tokens for DeepSeek-V4-Pro. | $3.96 per million output tokens for deepseek-v4-pro at peak, $1.98 off-peak. |
| Input price, cheapest model | $0.06 per million input tokens for DeepSeek-V4-Flash-0731, with cached input at $0.015 and output at $0.18. DeepSeek itself charges $0.44 at peak for the same checkpoint and Fireworks $0.22. | $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 | 1024k tokens on the DeepSeek V4 models it serves; 160k on the V3 generation. The window is the model's rather than a platform limit. | 1M tokens on both models in the current line, deepseek-flash and deepseek-v4-pro. |
| Max output tokens | Hard cap of 16384 output tokens per response for most models on the chat completions API; the exact limit is model-dependent. | 384K tokens maximum. |
| Prompt caching | Supported | Supported |
| Rate limits | Default 200 concurrent requests per model per account (429 above it); a limit increase can be requested in the dashboard. | 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 | Privacy Policy: data may be transferred, stored and processed outside your jurisdiction, specifically in the United States; EU residents keep GDPR rights. | 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.
Entry paid plan
- DeepInfra
- No minimum spend and no seat fees - billing is pay-per-token usage only, with no charge for idle GPU time.
- DeepSeek
- No entry plan — DeepSeek publishes one unified pricing standard for the API and states there are no tiered plans. Stated in the API FAQ answer on whether higher-rate-limit plans exist.
Sources (2) →Sources ↓
- What is DeepInfra - DeepInfra ↗
“You only pay per token - no idle GPU time, no minimums, no seat fees.”
Read 2026-09-13 · official docs · Report a correction
- Are there plans with higher rate limits? — DeepSeek Help Center (API) ↗
“There is a unified pricing standard and no tiered plans.”
Read 2026-09-13 · official docs · Report a correction
Pricing model
- DeepInfra
- Two products on one bill: per-token serverless inference with a separate cached-input rate for each model, and dedicated GPUs billed per minute and invoiced weekly. Models without per-token pricing are billed for inference execution time instead.
- 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 — DeepInfra ↗
“Some of our langauge models offer per token pricing. Most other models are billed for inference execution time. [...] Billed in minute granularity Invoiced weekly”
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
- DeepInfra
- $1.30 per million input tokens for DeepSeek-V4-Pro, the most expensive model in its catalogue. Cached input is $0.10.
- 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 — DeepInfra ↗
“DeepSeek-V4-Pro 1024k $1.30 / $0.10 cached $2.60”
Read 2026-09-06 · 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
- DeepInfra
- $2.60 per million output tokens for DeepSeek-V4-Pro.
- DeepSeek
- $3.96 per million output tokens for deepseek-v4-pro at peak, $1.98 off-peak.
Sources (2) →Sources ↓
- Pricing — DeepInfra ↗
“DeepSeek-V4-Pro 1024k $1.30 / $0.10 cached $2.60”
Read 2026-09-06 · 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
- DeepInfra
- $0.06 per million input tokens for DeepSeek-V4-Flash-0731, with cached input at $0.015 and output at $0.18. DeepSeek itself charges $0.44 at peak for the same checkpoint and Fireworks $0.22.
- 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 — DeepInfra ↗
“DeepSeek-V4-Flash-0731 1024k $0.06 / $0.015 cached $0.18”
Read 2026-09-06 · 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
1024k tokens on the DeepSeek V4 models it serves; 160k on the V3 generation. The window is the model's rather than a platform limit.
1M tokens on both models in the current line, deepseek-flash and deepseek-v4-pro.
Sources (2) →Sources ↓
- Pricing — DeepInfra ↗
“DeepSeek-V4-Pro 1024k [...] DeepSeek-V3.2 160k $0.26 / $0.13 cached $0.38”
Read 2026-09-06 · official pricing · Report a correction
- Models & Pricing | DeepSeek API Docs ↗
“CONTEXT LENGTH 1M”
Read 2026-09-13 · official pricing · Report a correction
Max output tokens
- DeepInfra
- Hard cap of 16384 output tokens per response for most models on the chat completions API; the exact limit is model-dependent.
- DeepSeek
- 384K tokens maximum.
Sources (2) →Sources ↓
- Chat Completions - DeepInfra ↗
“The maximum number of tokens that can be generated in a single response is model-dependent, with a hard cap of 16384 tokens for most models.”
Read 2026-09-13 · 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
- DeepInfra
- Default 200 concurrent requests per model per account (429 above it); a limit increase can be requested in the dashboard.
- 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 - DeepInfra ↗
“Every account has a default limit of 200 concurrent requests per model [...] You can request a rate limit increase in your”
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
- DeepInfra
- Privacy Policy: data may be transferred, stored and processed outside your jurisdiction, specifically in the United States; EU residents keep GDPR rights.
- 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 ↓
- DeepInfra Privacy Policy ↗
“Your data may be transferred, stored, and processed outside of your jurisdiction, specifically in the United States. [...] If you are a resident of the European Union you may have additional rights under the General Data Protection Regulation.”
Read 2026-09-13 · official site · 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.
Entry paid plan: DeepInfra or DeepSeek?
DeepInfra: No minimum spend and no seat fees - billing is pay-per-token usage only, with no charge for idle GPU time.
DeepSeek: No entry plan — DeepSeek publishes one unified pricing standard for the API and states there are no tiered plans. Stated in the API FAQ answer on whether higher-rate-limit plans exist.
Should I choose DeepInfra or DeepSeek?
Pick DeepInfra if Running open-weight models at the lowest published per-token rates here — DeepSeek-V4-Flash at $0.06 per million input is a fraction of what the lab itself charges — with dedicated H100s at $2.20 an hour if throughput demands it.
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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