LLM Reference

DeepSeek R1 vs DeepSeek R1 0528

DeepSeek R1 (2025) and DeepSeek R1 0528 (2025) are frontier-tier reasoning models from DeepSeek. DeepSeek R1 ships a 128k-token context window, while DeepSeek R1 0528 ships a 130k-token context window. On SWE-bench Verified, DeepSeek R1 0528 leads by 8.4 pts. On pricing, DeepSeek R1 costs $0.10/1M input tokens versus $0.50/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

DeepSeek R1 is ~400% cheaper at $0.10/1M; pay for DeepSeek R1 0528 only for coding workflow support.

Decision scorecard

Local evidence first
SignalDeepSeek R1DeepSeek R1 0528
Best forreasoning-heavy apps and provider-routed productionreasoning-heavy apps and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window128k130k
Cheapest output$0.30/1M tokens$2.15/1M tokens
Provider routes14 tracked7 tracked
Shared benchmarks3 sharedSWE-bench Verified leader

Decision tradeoffs

Choose DeepSeek R1 when...
  • DeepSeek R1 has the lower cheapest tracked output price at $0.30/1M tokens.
  • DeepSeek R1 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags DeepSeek R1 for Coding, RAG, and Agents.
Choose DeepSeek R1 0528 when...
  • DeepSeek R1 0528 holds a shared-benchmark lead on SWE-bench Verified, ahead by 8.4 points.
  • DeepSeek R1 0528 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Local decision data tags DeepSeek R1 0528 for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate DeepSeek R1

DeepSeek R1

$155

Cheapest tracked route/tier: Bitdeer AI

DeepSeek R1 0528

$938

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $783. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 -> DeepSeek R1 0528
  • Provider overlap exists on Together AI, Fireworks AI, and GCP Vertex AI; start route-level A/B tests there.
  • DeepSeek R1 0528 is $1.85/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
DeepSeek R1 0528 -> DeepSeek R1
  • Provider overlap exists on OpenRouter, Together AI, and Fireworks AI; start route-level A/B tests there.
  • DeepSeek R1 is $1.85/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.

Specs

Specification
Released2025-01-202025-05-28
Context window128k130k
Parameters671B, 37B Active685B total, 37B active (MoE)
ArchitectureDecoder OnlyDecoder Only
LicenseMITOSI-approvedMITOSI-approved
OpennessOpen sourceOpen source
WeightsAvailableUnknown
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff2023-12-

Pricing and availability

Pricing attributeDeepSeek R1DeepSeek R1 0528
Input price$0.10/1M tokens$0.50/1M tokens
Output price$0.30/1M tokens$2.15/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1DeepSeek R1 0528
VisionNoNo
MultimodalNoNo
ReasoningYesYes
JSON / Tool useNoNo
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek R1DeepSeek R1 0528
SWE-bench Verified49.257.6
Google-Proof Q&A71.581.0
Aider Polyglot56.971.4

Continue comparing

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