LLM Reference

Composer 2 vs DeepSeek V4 Pro

Composer 2 (2026) and DeepSeek V4 Pro (2026) compare a product-bundled coding agent built on Kimi K2.5 against a standalone API model. Composer 2 ships a 200k-token context window, while DeepSeek V4 Pro ships a 1m-token context window. On Terminal-Bench 2.0, Composer 2 leads by 2.6 pts. On pricing, DeepSeek V4 Pro costs $0.43/1M input tokens versus $0.50/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.

Use Composer 2 when you want the packaged product-bundled coding agent built on Kimi K2.5 workflow; use DeepSeek V4 Pro when you need a model you can route, wrap, or run outside that product surface.

Decision scorecard

Local evidence first
SignalComposer 2DeepSeek V4 Pro
Product typeProduct-bundled coding agent built on Kimi K2.5Standalone API model
Best forPackaged coding-agent workflows and vendor-managed tool runsAPI builders, non-IDE automation, and long-context analysis
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k1m
Cheapest output$2.50/1M tokens$0.87/1M tokens
Provider routes1 tracked5 tracked
Shared benchmarksTerminal-Bench 2.0 leader1 shared

Decision tradeoffs

Choose Composer 2 when...
  • Composer 2 holds a shared-benchmark lead on Terminal-Bench 2.0, ahead by 2.6 points.
  • Composer 2 uniquely exposes Code execution in local model data.
  • Local decision data tags Composer 2 for Coding, RAG, and Agents.
Choose DeepSeek V4 Pro when...
  • DeepSeek V4 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V4 Pro has the lower cheapest tracked output price at $0.87/1M tokens.
  • DeepSeek V4 Pro has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek V4 Pro uniquely exposes Reasoning and Structured outputs in local model data.
  • Local decision data tags DeepSeek V4 Pro 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 V4 Pro

Composer 2

$1,025

Cheapest tracked route/tier: Cursor

DeepSeek V4 Pro

$566

Cheapest tracked route/tier: DeepSeek Platform

Estimated monthly gap: $460. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Composer 2 -> DeepSeek V4 Pro
  • No overlapping tracked provider route is sourced for Composer 2 and DeepSeek V4 Pro; plan for SDK, billing, or endpoint changes.
  • DeepSeek V4 Pro is $1.63/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.
  • DeepSeek V4 Pro adds Reasoning and Structured outputs in local capability data.
DeepSeek V4 Pro -> Composer 2
  • No overlapping tracked provider route is sourced for DeepSeek V4 Pro and Composer 2; plan for SDK, billing, or endpoint changes.
  • Composer 2 is $1.63/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning and Structured outputs before moving production traffic.
  • Composer 2 adds Code execution in local capability data.

Specs

Specification
Released2026-03-192026-04-24
Context window200k1m
Parameters1.6T
Architecture-Mixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial use-Commercial use: permitted
Knowledge cutoff--

Pricing and availability

Pricing attributeComposer 2DeepSeek V4 Pro
Input price$0.50/1M tokens$0.43/1M tokens
Output price$2.50/1M tokens$0.87/1M tokens
Providers

Capabilities

CapabilityComposer 2DeepSeek V4 Pro
VisionNoNo
MultimodalNoNo
ReasoningNoYes
JSON / Tool useYesYes
Structured outputsNoYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkComposer 2DeepSeek V4 Pro
Terminal-Bench 2.061.759.1

Harness caveat. Composer 2 is measured as product-bundled coding agent built on Kimi K2.5, while DeepSeek V4 Pro is standalone API model. Treat shared benchmark scores as directional because IDE or product scaffolding, tool access, prompt routing, and interaction mode can change real application results.

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.