LLM Reference

DeepSeek V3.1 vs o3-pro

DeepSeek V3.1 (2025) and o3-pro (2025) are frontier reasoning models from DeepSeek and OpenAI. DeepSeek V3.1 ships a 64k-token context window, while o3-pro ships a 200k-token context window. On pricing, DeepSeek V3.1 costs $0.27/1M input tokens versus $20/1M 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 V3.1 is ~7307% cheaper at $0.27/1M; pay for o3-pro only for coding workflow support.

Decision scorecard

Local evidence first
SignalDeepSeek V3.1o3-pro
Best formultimodal apps and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, Agents, and VisionCoding, RAG, and Agents
Context window64k200k
Cheapest output$1/1M tokens$80/1M tokens
Provider routes8 tracked3 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose DeepSeek V3.1 when...
  • DeepSeek V3.1 has the lower cheapest tracked output price at $1/1M tokens.
  • DeepSeek V3.1 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags DeepSeek V3.1 for Coding, Agents, and Vision.
Choose o3-pro when...
  • o3-pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • o3-pro uniquely exposes Reasoning and JSON / Tool use in local model data.
  • Local decision data tags o3-pro 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 V3.1

DeepSeek V3.1

$466

Cheapest tracked route/tier: Novita AI

o3-pro

$36,000

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $35,534. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V3.1 -> o3-pro
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • o3-pro is $79/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • o3-pro adds Reasoning and JSON / Tool use in local capability data.
o3-pro -> DeepSeek V3.1
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • DeepSeek V3.1 is $79/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning and JSON / Tool use before moving production traffic.

Specs

Specification
Released2025-08-212025-06-10
Context window64k200k
Parameters671B total, 37B active (MoE)
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsUnknownNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff-2025-08

Pricing and availability

Pricing attributeDeepSeek V3.1o3-pro
Input price$0.27/1M tokens$20/1M tokens
Output price$1/1M tokens$80/1M tokens
Providers

Capabilities

CapabilityDeepSeek V3.1o3-pro
VisionYesYes
MultimodalYesYes
ReasoningNoYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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