LLM Reference

DeepSeek V4 Flash vs Qwen2.5-72B

DeepSeek V4 Flash (2026) and Qwen2.5-72B (2025) are frontier reasoning models from DeepSeek and Alibaba. DeepSeek V4 Flash ships a 1m-token context window, while Qwen2.5-72B ships a 128k-token context window. On MMLU PRO, DeepSeek V4 Flash leads by 14.4 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

DeepSeek V4 Flash fits 8x more tokens; pick it for long-context work and Qwen2.5-72B for tighter calls.

Decision scorecard

Local evidence first
SignalDeepSeek V4 FlashQwen2.5-72B
Best forreasoning-heavy apps, tool-calling agents, and long-context analysistool-calling agents
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window1m128k
Cheapest output$0.12/1M tokens-
Provider routes5 tracked0 tracked
Shared benchmarksMMLU PRO leader1 shared

Decision tradeoffs

Choose DeepSeek V4 Flash when...
  • DeepSeek V4 Flash holds a shared-benchmark lead on MMLU PRO, ahead by 14.4 points.
  • DeepSeek V4 Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V4 Flash has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek V4 Flash uniquely exposes Reasoning and Structured outputs in local model data.
  • Local decision data tags DeepSeek V4 Flash for Coding, RAG, and Agents.
Choose Qwen2.5-72B when...
  • Local decision data tags Qwen2.5-72B for RAG, Agents, and Long context.

Monthly cost at traffic

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

DeepSeek V4 Flash

$76.26

Cheapest tracked route/tier: OpenRouter

Qwen2.5-72B

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

DeepSeek V4 Flash -> Qwen2.5-72B
  • No overlapping tracked provider route is sourced for DeepSeek V4 Flash and Qwen2.5-72B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Reasoning and Structured outputs before moving production traffic.
Qwen2.5-72B -> DeepSeek V4 Flash
  • No overlapping tracked provider route is sourced for Qwen2.5-72B and DeepSeek V4 Flash; plan for SDK, billing, or endpoint changes.
  • DeepSeek V4 Flash adds Reasoning and Structured outputs in local capability data.

Specs

Specification
Released2026-04-242025-10-10
Context window1m128k
Parameters284B72B
ArchitectureMixture of Experts-
LicenseMITOSI-approvedApache 2.0OSI-approved
OpennessOpen sourceOpen source
WeightsAvailableAvailable
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff-2024-09

Pricing and availability

Pricing attributeDeepSeek V4 FlashQwen2.5-72B
Input price
Off-peak
$0.22/1M tokens
All UTC hours outside DeepSeek's peak windows. Cache-hit input: $0.007 per 1M tokens; cache-miss input: $0.22 per 1M; output: $0.66 per 1M.
Peak
$0.44/1M tokens
01:00-04:00 and 06:00-10:00 UTC. Cache-hit input: $0.014 per 1M tokens; cache-miss input: $0.44 per 1M; output: $1.32 per 1M.
-
Output price
Off-peak
$0.66/1M tokens
All UTC hours outside DeepSeek's peak windows. Cache-hit input: $0.007 per 1M tokens; cache-miss input: $0.22 per 1M; output: $0.66 per 1M.
Peak
$1.32/1M tokens
01:00-04:00 and 06:00-10:00 UTC. Cache-hit input: $0.014 per 1M tokens; cache-miss input: $0.44 per 1M; output: $1.32 per 1M.
-
Providers-

Capabilities

CapabilityDeepSeek V4 FlashQwen2.5-72B
VisionNoNo
MultimodalNoNo
ReasoningYesNo
JSON / Tool useYesYes
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V4 FlashQwen2.5-72B
MMLU PRO86.472.0

Continue comparing

Last reviewed: 2026-07-03. Data sourced from public model cards and provider documentation.