LLM Reference

DeepSeek R1 vs Grok-3

DeepSeek R1 (2025) and Grok-3 (2025) are frontier-tier reasoning models from DeepSeek and xAI. DeepSeek R1 ships a 128k-token context window, while Grok-3 ships a 131k-token context window. On Google-Proof Q&A, Grok-3 leads by 13.1 pts. On pricing, DeepSeek R1 costs $0.10/1M input tokens versus $0.80/1M 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 ~700% cheaper at $0.10/1M; pay for Grok-3 only for long-context analysis.

Decision scorecard

Local evidence first
SignalDeepSeek R1Grok-3
Best forreasoning-heavy apps and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window128k131k
Cheapest output$0.30/1M tokens$2.40/1M tokens
Provider routes14 tracked4 tracked
Shared benchmarks4 sharedGoogle-Proof Q&A leader

Decision tradeoffs

Choose DeepSeek R1 when...
  • DeepSeek R1 holds a shared-benchmark lead on Aider Polyglot, ahead by 3.6 points.
  • 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.
  • DeepSeek R1 uniquely exposes Code execution in local model data.
  • Local decision data tags DeepSeek R1 for Coding, RAG, and Agents.
Choose Grok-3 when...
  • Grok-3 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 13.1 points.
  • Grok-3 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Grok-3 uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Grok-3 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

Grok-3

$1,240

Cheapest tracked route/tier: Chutes AI

Estimated monthly gap: $1,085. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 -> Grok-3
  • Provider overlap exists on OpenRouter and Microsoft Foundry; start route-level A/B tests there.
  • Grok-3 is $2.10/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Code execution before moving production traffic.
  • Grok-3 adds Vision, Multimodal, and JSON / Tool use in local capability data.
Grok-3 -> DeepSeek R1
  • Provider overlap exists on OpenRouter and Microsoft Foundry; start route-level A/B tests there.
  • DeepSeek R1 is $2.10/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.
  • DeepSeek R1 adds Code execution in local capability data.

Specs

Specification
Released2025-01-202025-02-17
Context window128k131k
Parameters671B, 37B Active
ArchitectureDecoder Only-
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2023-122025-04

Pricing and availability

Pricing attributeDeepSeek R1Grok-3
Input price$0.10/1M tokens$0.80/1M tokens
Output price$0.30/1M tokens$2.40/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1Grok-3
VisionNoYes
MultimodalNoYes
ReasoningYesYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek R1Grok-3
Google-Proof Q&A71.584.6
HumanEval89.994.5
Chatbot Arena1372.01405.0
Aider Polyglot56.953.3

Continue comparing

Last reviewed: 2026-07-10. Data sourced from public model cards and provider documentation.