LLM Reference

Claude Opus 4.6 vs DeepSeek V3

Claude Opus 4.6 (2026) and DeepSeek V3 (2024) are frontier reasoning models from Anthropic and DeepSeek. Claude Opus 4.6 ships a 1m-token context window, while DeepSeek V3 ships a 64k-token context window. On MMLU PRO, Claude Opus 4.6 leads by 13.2 pts. On pricing, DeepSeek V3 costs $0.10/1M input tokens versus $5/1M 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 is ~4900% cheaper at $0.10/1M; pay for Claude Opus 4.6 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Opus 4.6DeepSeek V3
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentstool-calling agents and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, Agents, and Classification
Context window1m64k
Cheapest output$25/1M tokens$0.30/1M tokens
Provider routes6 tracked13 tracked
Shared benchmarksMMLU PRO leader6 shared

Decision tradeoffs

Choose Claude Opus 4.6 when...
  • Claude Opus 4.6 holds a shared-benchmark lead on MMLU PRO, ahead by 13.2 points.
  • Claude Opus 4.6 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude Opus 4.6 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Claude Opus 4.6 for Coding, RAG, and Agents.
Choose DeepSeek V3 when...
  • DeepSeek V3 has the lower cheapest tracked output price at $0.30/1M tokens.
  • DeepSeek V3 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags DeepSeek V3 for Coding, Agents, and Classification.

Monthly cost at traffic

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

Lower estimate DeepSeek V3

Claude Opus 4.6

$10,250

Cheapest tracked route/tier: Anthropic

DeepSeek V3

$155

Cheapest tracked route/tier: Bitdeer AI

Estimated monthly gap: $10,095. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Opus 4.6 -> DeepSeek V3
  • Provider overlap exists on Microsoft Foundry, OpenRouter, and AWS Bedrock; start route-level A/B tests there.
  • DeepSeek V3 is $24.70/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
DeepSeek V3 -> Claude Opus 4.6
  • Provider overlap exists on AWS Bedrock, GCP Vertex AI, and Microsoft Foundry; start route-level A/B tests there.
  • Claude Opus 4.6 is $24.70/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Opus 4.6 adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2026-02-052024-12-26
Context window1m64k
Parameters671B
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-122024-04

Pricing and availability

Pricing attributeClaude Opus 4.6DeepSeek V3
Input price$5/1M tokens$0.10/1M tokens
Output price$25/1M tokens$0.30/1M tokens
Providers

Capabilities

CapabilityClaude Opus 4.6DeepSeek V3
VisionYesNo
MultimodalYesNo
ReasoningYesNo
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkClaude Opus 4.6DeepSeek V3
MMLU PRO89.175.9
LiveCodeBench70.249.6
HumanEval95.085.5
Chatbot Arena1501.01302.0
Aider Polyglot72.048.4
Massive Multitask Language Understanding91.188.5

Continue comparing

Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.