LLM Reference

DeepSeek V4 Pro vs Qwen2.5-72B-Instruct

DeepSeek V4 Pro (2026) and Qwen2.5-72B-Instruct (2024) are frontier reasoning models from DeepSeek and Alibaba. DeepSeek V4 Pro ships a 1m-token context window, while Qwen2.5-72B-Instruct ships a 128k-token context window. On Google-Proof Q&A, DeepSeek V4 Pro leads by 51.7 pts. On pricing, Qwen2.5-72B-Instruct costs $0.18/1M input tokens versus $0.43/1M 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.

Qwen2.5-72B-Instruct is ~142% cheaper at $0.18/1M; pay for DeepSeek V4 Pro only for reasoning depth.

Decision scorecard

Local evidence first
SignalDeepSeek V4 ProQwen2.5-72B-Instruct
Best forreasoning-heavy apps, tool-calling agents, and long-context analysisprovider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Long context
Context window1m128k
Cheapest output$0.87/1M tokens$0.54/1M tokens
Provider routes5 tracked7 tracked
Shared benchmarksGoogle-Proof Q&A leader4 shared

Decision tradeoffs

Choose DeepSeek V4 Pro when...
  • DeepSeek V4 Pro holds a shared-benchmark lead on Google-Proof Q&A, ahead by 51.7 points.
  • DeepSeek V4 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V4 Pro uniquely exposes Reasoning and JSON / Tool use in local model data.
  • Local decision data tags DeepSeek V4 Pro for Coding, RAG, and Agents.
Choose Qwen2.5-72B-Instruct when...
  • Qwen2.5-72B-Instruct holds a shared-benchmark lead on HumanEval, ahead by 9.8 points.
  • Qwen2.5-72B-Instruct has the lower cheapest tracked output price at $0.54/1M tokens.
  • Qwen2.5-72B-Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Qwen2.5-72B-Instruct for Coding, RAG, and Long context.

Monthly cost at traffic

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

Lower estimate Qwen2.5-72B-Instruct

DeepSeek V4 Pro

$566

Cheapest tracked route/tier: DeepSeek Platform

Qwen2.5-72B-Instruct

$279

Cheapest tracked route/tier: Chutes AI

Estimated monthly gap: $287. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V4 Pro -> Qwen2.5-72B-Instruct
  • Provider overlap exists on OpenRouter, Fireworks AI, and Novita AI; start route-level A/B tests there.
  • Qwen2.5-72B-Instruct is $0.33/1M 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.
Qwen2.5-72B-Instruct -> DeepSeek V4 Pro
  • Provider overlap exists on Fireworks AI, OpenRouter, and Novita AI; start route-level A/B tests there.
  • DeepSeek V4 Pro is $0.33/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • DeepSeek V4 Pro adds Reasoning and JSON / Tool use in local capability data.

Specs

Specification
Released2026-04-242024-06-07
Context window1m128k
Parameters1.6T72.7B
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedApache 2.0OSI-approved
OpennessOpen sourceOpen source
WeightsAvailableAvailable
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff--

Pricing and availability

Pricing attributeDeepSeek V4 ProQwen2.5-72B-Instruct
Input price$0.43/1M tokens$0.18/1M tokens
Output price$0.87/1M tokens$0.54/1M tokens
Providers

Capabilities

CapabilityDeepSeek V4 ProQwen2.5-72B-Instruct
VisionNoNo
MultimodalNoNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V4 ProQwen2.5-72B-Instruct
Google-Proof Q&A90.138.4
HumanEval76.886.6
Chatbot Arena1456.01270.0
Massive Multitask Language Understanding90.188.2

Continue comparing

Last reviewed: 2026-06-30. Data sourced from public model cards and provider documentation.