DeepSeek / portfolio

DeepSeek family

DeepSeek checkpoint names and hosted aliases can diverge. Current direct-API documents conflict about the Pro alias; the catalogue rows below retain their accepted identities.

Family research reviewed · Official source notes below

Standard models
15
Independently rated
10 / 15
Known token rates
15 / 15
Global balanced frontier
1

Before you choose

Unresolved direct-API alias

The dated routing announcement says the Pro alias redirects to V4.1-Flash, while the pricing table still identifies V4-Pro-0813. No inference request was made to resolve the discrepancy. Do not transfer ratings across those identities.

Distilled checkpoints

R1 Distill-Llama and Qwen-based distill checkpoints are distinct from full R1 and retain base-model licence considerations.

Compare exact catalogue rows

USD per 1M tokens. In / out are listed base rates; expand billing conditions before planning a request. LMArena scores measure the general preference board, not success on your engineering task. Unknown stays unknown.

V4.1

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flashUnrated$0.100 / $0.500Listed base rates
Billing details
Cached input
$0.010
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,048,576Output 943,718text · imageTools yes · reasoning yesWeights unknownReleased 2026-09-10

V4 dated and earlier checkpoints

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-expUnrated$0.220 / $0.660Listed base rates
Billing details
Cached input
$0.0070
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,048,576Output 943,718text · imageTools yes · reasoning yesClosed weightsReleased 2026-08-21
DeepSeek V4 Pro 0813deepseek/deepseek-v4-pro-0813Unrated$0.462 / $1.39Listed base rates
Billing details
Cached input
$0.015
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,048,576Output 384,000textTools yes · reasoning yesWeights unknownReleased 2026-08-12
DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731Unrated$0.040 / $0.640Listed base rates
Billing details
Cached input
$0.016
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,310,720Output 943,718textTools yes · reasoning yesWeights unknownReleased 2026-07-31
DeepSeek V4 Pro 0423deepseek/deepseek-v4-pro1444.0±6.8 interval half-widthEffort: high$0.946 / $1.89Listed base rates
Billing details
Cached input
$0.079
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,048,576Output 384,000textTools yes · reasoning yesOpen weightsReleased 2026-04-24
DeepSeek V4 Flash 0423deepseek/deepseek-v4-flash1431.8±4.1 interval half-widthEffort: default$0.083 / $0.165Listed base rates
Billing details
Cached input
$0.017
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,048,576Output 384,000textTools yes · reasoning yesOpen weightsReleased 2026-04-24

R1 distill checkpoint

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
R1 Distill Llama 70Bdeepseek/deepseek-r1-distill-llama-70bUnrated$0.800 / $0.800Listed base rates
Billing details
Cached input
Unknown
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

8,192Output 7,372textTools no · reasoning yesWeights unknown · lifecycle date 2026-09-28Released 2025-01-23

R1

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
R1 0528deepseek/deepseek-r1-05281427.5±5.7 interval half-widthEffort: default$0.500 / $2.15Listed base rates
Billing details
Cached input
$0.350
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

163,840Output 32,768textTools yes · reasoning yesWeights unknownReleased 2025-05-28
R1deepseek/deepseek-r11372.6±4.8 interval half-widthEffort: default$0.700 / $2.50Listed base rates
Billing details
Cached input
Unknown
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

64,000Output 16,000textTools yes · reasoning yesWeights unknownReleased 2025-01-20

V3 and earlier chat

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
DeepSeek V3.2deepseek/deepseek-v3.21424.8±3.5 interval half-widthEffort: default$0.269 / $0.400Listed base rates
Billing details
Cached input
$0.135
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

163,840Output 65,536textTools yes · reasoning yesOpen weights · lifecycle date 2026-09-28Released 2025-12-01
DeepSeek V3.2 Expdeepseek/deepseek-v3.2-exp1422.6±6.4 interval half-widthEffort: default$0.270 / $0.410Listed base rates
Billing details
Cached input
Unknown
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

163,840Output 65,536textTools yes · reasoning yesWeights unknown · lifecycle date 2026-09-28Released 2025-09-29
DeepSeek V3.1 Terminusdeepseek/deepseek-v3.1-terminus1416.9±9.7 interval half-widthEffort: default$0.270 / $1.00Listed base rates
Billing details
Cached input
$0.135
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

163,840Output 32,768textTools yes · reasoning yesWeights unknown · lifecycle date 2026-09-28Released 2025-09-22
DeepSeek V3.1deepseek/deepseek-chat-v3.11419.7±6.0 interval half-widthEffort: default$0.250 / $0.950Listed base rates
Billing details
Cached input
$0.130
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

163,840Output 32,768textTools yes · reasoning yesWeights unknownReleased 2025-08-21
DeepSeek V3 0324deepseek/deepseek-chat-v3-03241375.0±3.9 interval half-widthEffort: default$0.250 / $1.00Listed base rates
Billing details
Cached input
Unknown
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

163,840Output 147,456textTools yes · reasoning noWeights unknownReleased 2025-03-24
DeepSeek V3deepseek/deepseek-chat1332.4±4.7 interval half-widthEffort: default$0.320 / $0.890Listed base rates
Billing details
Cached input
Unknown
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

163,840Output 16,384textTools yes · reasoning noWeights unknownReleased 2024-12-26

Free and batch variants

These rows have different access or processing conditions. They are excluded from the standard-row counts above. A variant without a standard base remains a separately named variant.

Named, but absent from the accepted catalogue

  • deepseek/deepseek-v4-flash-vision-exp:batch has no accepted row. No price or score is inferred.
  • deepseek/deepseek-v4-pro-0813:batch has no accepted row. No price or score is inferred.
  • deepseek/deepseek-v4-flash-0731:batch has no accepted row. No price or score is inferred.

Sources and scope

  • DeepSeek V4.1 Flash announcement ↗

    DeepSeek first-party API aliases only

    Checked 2026-09-22 · web timed out; official URL fetched directly with HTTP 200 and inspected
  • DeepSeek model details ↗

    First-party API table; unresolved documentation conflict

    Checked 2026-09-22 · web timed out; official URL fetched directly with HTTP 200 and inspected
  • Official DeepSeek V4.1 Flash card ↗

    Exact named models on the vendor platform; not a promise about every reseller

    Checked 2026-09-22 · official document opened and inspected
  • Official DeepSeek R1 card ↗

    Exact named models on the vendor platform; not a promise about every reseller

    Checked 2026-09-22 · official document opened and inspected

Source review does not refresh a price or transplant a benchmark score. Read the method and correction policy.

Questions this page answers

Are the DeepSeek family models interchangeable?

No. These are exact catalogue rows with separate capability, pricing and rating evidence. Compare the checkpoint, serving endpoint, reasoning settings and required input types. A family name does not establish equivalent behaviour.

How many DeepSeek rows are compared here?

15 standard rows, of which 10 have an accepted LMArena general score and 15 have known input and output token rates. 1 related free or batch variants are listed separately.

What do the prices and frontier counts mean?

Prices below are listed US dollars per million input or output tokens, before request-specific context tiers and other billing dimensions. The frontier count comes from the global balanced view. Neither a family price range nor a benchmark difference proves your task will be cheaper or more successful.

How current are the official notes?

The linked family research was reviewed 2026-09-22. That date is separate from each accepted catalogue observation and each vendor’s effective date. An official note applies to its named platform, not automatically to every reseller.

Evidence & Ask