LLM Reference

DeepSeek V3.2 vs Step 3.7 Flash

DeepSeek V3.2 (2025) and Step 3.7 Flash (2026) are frontier reasoning models from DeepSeek and StepFun. DeepSeek V3.2 ships a 160k-token context window, while Step 3.7 Flash ships a 256k-token context window. On pricing, Step 3.7 Flash costs $0.20/1M input tokens versus $0.25/1M 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.

Step 3.7 Flash is safer overall; choose DeepSeek V3.2 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalDeepSeek V3.2Step 3.7 Flash
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$1.15/1M tokens
Provider routes7 tracked3 tracked
Shared benchmarks0 shared0 shared

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.
  • DeepSeek V3.2 uniquely exposes Code execution in local model data.
  • Local decision data tags DeepSeek V3.2 for Coding, RAG, and Agents.
Choose Step 3.7 Flash when...
  • Step 3.7 Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Step 3.7 Flash uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Step 3.7 Flash 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

Step 3.7 Flash

$448

Cheapest tracked route/tier: StepFun

Estimated monthly gap: $151. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V3.2 -> Step 3.7 Flash
  • Provider overlap exists on OpenRouter and NVIDIA NIM; start route-level A/B tests there.
  • Step 3.7 Flash is $0.77/1M 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.
  • Step 3.7 Flash adds Vision, Multimodal, and Reasoning in local capability data.
Step 3.7 Flash -> DeepSeek V3.2
  • Provider overlap exists on NVIDIA NIM and OpenRouter; start route-level A/B tests there.
  • DeepSeek V3.2 is $0.77/1M 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 V3.2 adds Code execution in local capability data.

Specs

Specification
Released2025-12-012026-05-29
Context window160k256k
Parameters671B198B (11B active)
ArchitectureDecoder OnlyMixture of Experts
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsUnknownNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff--

Pricing and availability

Pricing attributeDeepSeek V3.2Step 3.7 Flash
Input price$0.25/1M tokens$0.20/1M tokens
Output price$0.38/1M tokens$1.15/1M tokens
Providers

Capabilities

CapabilityDeepSeek V3.2Step 3.7 Flash
VisionNoYes
MultimodalNoYes
ReasoningNoYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionYesNo
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.