LLM Reference

DeepSeek R1 vs DeepSeek V4 Pro

Keep DeepSeek R1 if its downloadable weights and 128K context already fit your deployment. Switch to DeepSeek V4 Pro when you need DeepSeek's current GA direct API, 1M context, or documented JSON Output and Tool Calls. Do not infer a price or benchmark winner here: current R1 direct pricing is not documented, and the available benchmark rows are not like-for-like.

As of September 7, 2026, V4 Pro is the direct-API choice for Long context and documented JSON / Tool use. Keep R1 only when its downloadable weights and 128K window already meet your deployment constraints; validate both exact builds on your Coding and Agents workload before switching.

Decision scorecard

Local evidence first
SignalDeepSeek R1DeepSeek V4 Pro
Best forreasoning-heavy apps and provider-routed productionreasoning-heavy apps, tool-calling agents, and long-context analysis
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window128k1m
Shared benchmarksWithheldWithheld

Decision tradeoffs

Choose DeepSeek R1 when...
  • Local decision data tags DeepSeek R1 for Coding, RAG, and Agents.
Choose DeepSeek V4 Pro when...
  • DeepSeek V4 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V4 Pro uniquely exposes JSON / Tool use in local model data.
  • Local decision data tags DeepSeek V4 Pro for Coding, RAG, and Agents.

Switch friction

DeepSeek R1 -> DeepSeek V4 Pro
  • DeepSeek V4 Pro adds JSON / Tool use in local capability data.
DeepSeek V4 Pro -> DeepSeek R1
  • Check replacement coverage for JSON / Tool use before moving production traffic.

Specs

Specification
Released2025-01-202026-04-24
Context window128k1m
Parameters671B, 37B Active1.6T
ArchitectureDecoder OnlyMixture of Experts
LicenseMITOSI-approvedMITOSI-approved
OpennessOpen sourceOpen source
WeightsAvailableAvailable
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff2023-12-

Pricing and availability

Pricing attributeDeepSeek R1DeepSeek V4 Pro
Input price$0.10/1M tokens$0.43/1M tokens
Output price$0.30/1M tokens$0.87/1M tokens

Capabilities

CapabilityDeepSeek R1DeepSeek V4 Pro
VisionNoNo
MultimodalNoNo
ReasoningYesYes
JSON / Tool useNoYes
Structured outputsYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No like-for-like benchmark rows are shown for this pair.

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.