Baseten vs DeepSeek
SEPT 2026 auditA comparison of Baseten and DeepSeek built from values read directly from each provider's own documentation, with the source recorded against every figure.
The short answer
Choose Baseten if…
Teams that want per-token APIs and dedicated GPUs from one vendor with no plan fee — minute-granularity billing means a model that runs for ten minutes costs ten minutes.
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…
- Baseten: Its dedicated H100 works out at $6.50 an hour, roughly three times DeepInfra's, so steady GPU workloads pay a premium for the platform around them.
- 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.
Baseten 0
DeepSeek 0
At a glance.
| Criterion | Baseten | DeepSeek |
|---|---|---|
| Pricing | ||
| Entry paid plan | $0 per month on the Basic plan — pay as you go, with dedicated deployments, model APIs and training included rather than gated behind a fee. | 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 | No platform fee: per-token Model APIs for open models, and dedicated deployments billed per minute of compute with volume discounts. The Pro tier buys priority access to high-demand GPUs rather than a lower rate. | 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 | $1.40 per million input tokens for GLM-5.3, with cached input at $0.14 and output at $4.40. GLM-5.2 Fast, a speed variant, is $2.10. | $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 | $4.40 per million output tokens for GLM-5.3. | $3.96 per million output tokens for deepseek-v4-pro at peak, $1.98 off-peak. |
| Input price, cheapest model | $0.10 per million input tokens for GPT OSS 120B, with output at $0.50. GLM-5.3-Flash is $0.15 in and $0.50 out. | $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 | 1,048K tokens on the DeepSeek V4 line and the GLM 5.2/5.3 family, the widest it serves; 262K on the Kimi K2 models, 200K on GLM 4.7 and 128K on GPT OSS 120B. Baseten's table publishes these in thousands, so the magnitude is 1,048,000 rather than the 1,048,576 a power-of-two reading would give — the vendor's own figure, not a conversion of it. | 1M tokens on both models in the current line, deepseek-flash and deepseek-v4-pro. |
| Max output tokens | 262K tokens on most models, and it is a separate ceiling from the context window rather than the remainder of it: DeepSeek V4 Flash 0731 allows 384K output inside a 1,048K window, while GLM 4.7, Nemotron Ultra and GPT OSS 120B cap output at their full context. The Inkling models are the outlier at 32K. | 384K tokens maximum. |
| Prompt caching | Supported | Supported |
| Rate limits | Two limits, requests and tokens per minute, set by account status rather than spend: an unverified Basic account gets 15 RPM and 100,000 TPM, a verified Basic or Pro account 120 RPM and 500,000 TPM, Enterprise custom. Cached input counts toward TPM at full weight even though it is billed cheaper. | 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 | Baseten Cloud supports a GDPR compliance program; residency is set with regional environments or a region on a single deployment. | 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
- Baseten
- $0 per month on the Basic plan — pay as you go, with dedicated deployments, model APIs and training included rather than gated behind a fee.
- 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 ↓
- Pricing — Baseten ↗
“Baseten $0 per month, pay as you go Get started [...] Included in Basic: Dedicated deployments Model APIs Training Fast cold starts SOC 2 Type II and HIPAA compliant”
Read 2026-09-06 · official pricing · 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
- Baseten
- No platform fee: per-token Model APIs for open models, and dedicated deployments billed per minute of compute with volume discounts. The Pro tier buys priority access to high-demand GPUs rather than a lower rate.
- 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 — Baseten ↗
“$0 per month, pay as you go [...] Only pay for the compute you use, down to the minute. Volume discounts available [...] Pro Unlimited autoscaling and priority compute access [...] Priority access to high-demand GPUs”
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
- Baseten
- $1.40 per million input tokens for GLM-5.3, with cached input at $0.14 and output at $4.40. GLM-5.2 Fast, a speed variant, is $2.10.
- 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 — Baseten ↗
“GLM-5.3 GLM-5.3 $1.40 $1.40 $0.14 $0.14 $4.40 [...] GLM-5.2 Fast GLM-5.2 Fast $2.10 $2.10 $0.21”
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
- Baseten
- $4.40 per million output tokens for GLM-5.3.
- DeepSeek
- $3.96 per million output tokens for deepseek-v4-pro at peak, $1.98 off-peak.
Sources (2) →Sources ↓
- Pricing — Baseten ↗
“GLM-5.3 GLM-5.3 $1.40 $1.40 $0.14 $0.14 $4.40”
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
- Baseten
- $0.10 per million input tokens for GPT OSS 120B, with output at $0.50. GLM-5.3-Flash is $0.15 in and $0.50 out.
- 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 — Baseten ↗
“GPT OSS 120B GPT OSS 120B $0.10 $0.10 - - $0.50 [...] GLM-5.3-Flash GLM-5.3-Flash $0.15 $0.15 $0.03 $0.03 $0.50”
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
1,048K tokens on the DeepSeek V4 line and the GLM 5.2/5.3 family, the widest it serves; 262K on the Kimi K2 models, 200K on GLM 4.7 and 128K on GPT OSS 120B. Baseten's table publishes these in thousands, so the magnitude is 1,048,000 rather than the 1,048,576 a power-of-two reading would give — the vendor's own figure, not a conversion of it.
1M tokens on both models in the current line, deepseek-flash and deepseek-v4-pro.
Sources (2) →Sources ↓
- Model APIs overview — Baseten Docs ↗
“SupportedModelsTable [...] model: "DeepSeek V4 Pro", context: 1048, maxOutput: 262 [...] model: "GLM 5.3", context: 1048, maxOutput: 262 [...] model: "GLM 4.7", context: 200, maxOutput: 200 [...] model: "OpenAI GPT 120B", context: 128, maxOutput: 128”
Read 2026-09-08 · 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
- Baseten
- 262K tokens on most models, and it is a separate ceiling from the context window rather than the remainder of it: DeepSeek V4 Flash 0731 allows 384K output inside a 1,048K window, while GLM 4.7, Nemotron Ultra and GPT OSS 120B cap output at their full context. The Inkling models are the outlier at 32K.
- DeepSeek
- 384K tokens maximum.
Sources (2) →Sources ↓
- Model APIs overview — Baseten Docs ↗
“SupportedModelsTable [...] model: "DeepSeek V4 Pro", context: 1048, maxOutput: 262 [...] model: "GLM 5.3", context: 1048, maxOutput: 262 [...] model: "GLM 4.7", context: 200, maxOutput: 200 [...] model: "OpenAI GPT 120B", context: 128, maxOutput: 128”
Read 2026-09-08 · 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
- Baseten
- Two limits, requests and tokens per minute, set by account status rather than spend: an unverified Basic account gets 15 RPM and 100,000 TPM, a verified Basic or Pro account 120 RPM and 500,000 TPM, Enterprise custom. Cached input counts toward TPM at full weight even though it is billed cheaper.
- 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 ↓
- Pricing and limits — Baseten Docs ↗
“Basic (unverified) | 15 | 100,000 | Basic (verified) | 120 | 500,000 | Pro | 120 | 500,000 [...] Cached and uncached input tokens count equally toward this limit, even though cached tokens cost less.”
Read 2026-09-07 · 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
- Baseten
- Baseten Cloud supports a GDPR compliance program; residency is set with regional environments or a region on a single deployment.
- 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 ↓
- Baseten Cloud - Baseten ↗
“Baseten Cloud supports SOC 2 Type II, HIPAA, and GDPR compliance programs. [...] to constrain workloads and inference traffic to specific regions”
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.
Entry paid plan: Baseten or DeepSeek?
Baseten: $0 per month on the Basic plan — pay as you go, with dedicated deployments, model APIs and training included rather than gated behind a fee.
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 Baseten or DeepSeek?
Pick Baseten if Teams that want per-token APIs and dedicated GPUs from one vendor with no plan fee — minute-granularity billing means a model that runs for ten minutes costs ten minutes.
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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