LLM Reference

DeepSeek V3.2 vs Grok 4

DeepSeek V3.2 (2025) and Grok 4 (2025) are frontier reasoning models from DeepSeek and xAI. DeepSeek V3.2 ships a 160k-token context window, while Grok 4 ships a 256k-token context window. On SWE-bench Verified, Grok 4 leads by 6.7 pts. On pricing, DeepSeek V3.2 costs $0.25/1M input tokens versus $1.25/1M 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 V3.2 is ~396% cheaper at $0.25/1M; pay for Grok 4 only for coding workflow support.

Decision scorecard

Local evidence first
SignalDeepSeek V3.2Grok 4
Best forprovider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window160k256k
Cheapest output$0.38/1M tokens$2.50/1M tokens
Provider routes7 tracked4 tracked
Shared benchmarks2 sharedSWE-bench Verified leader

Decision tradeoffs

Choose DeepSeek V3.2 when...
  • DeepSeek V3.2 has the lower cheapest tracked output price at $0.38/1M tokens.
  • DeepSeek V3.2 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags DeepSeek V3.2 for Coding, RAG, and Agents.
Choose Grok 4 when...
  • Grok 4 holds a shared-benchmark lead on SWE-bench Verified, ahead by 6.7 points.
  • Grok 4 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Grok 4 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Grok 4 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 V3.2

DeepSeek V3.2

$296

Cheapest tracked route/tier: OpenRouter

Grok 4

$1,625

Cheapest tracked route/tier: xAI Console

Estimated monthly gap: $1,329. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V3.2 -> Grok 4
  • Provider overlap exists on Microsoft Foundry and OpenRouter; start route-level A/B tests there.
  • Grok 4 is $2.12/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Grok 4 adds Vision, Multimodal, and Reasoning in local capability data.
Grok 4 -> DeepSeek V3.2
  • Provider overlap exists on OpenRouter and Microsoft Foundry; start route-level A/B tests there.
  • DeepSeek V3.2 is $2.12/1M 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.

Specs

Specification
Released2025-12-012025-07-09
Context window160k256k
Parameters671B
ArchitectureDecoder OnlyDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsUnknownNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff--

Pricing and availability

Pricing attributeDeepSeek V3.2Grok 4
Input price$0.25/1M tokens$1.25/1M tokens
Output price$0.38/1M tokens$2.50/1M tokens
Providers

Capabilities

CapabilityDeepSeek V3.2Grok 4
VisionNoYes
MultimodalNoYes
ReasoningNoYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V3.2Grok 4
SWE-bench Verified70.076.7
Google-Proof Q&A84.087.5

Continue comparing

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