LLM Reference

Composer 2 vs GLM-5.2

Composer 2 (2026) and GLM-5.2 (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 GLM-5.2 ships a 1m-token context window. On pricing, Composer 2 costs $0.50/1M input tokens versus $1.40/1M 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 GLM-5.2 when you need a model you can route, wrap, or run outside that product surface.

Decision scorecard

Local evidence first
SignalComposer 2GLM-5.2
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$4.40/1M tokens
Provider routes1 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Composer 2 when...
  • Composer 2 has the lower cheapest tracked output price at $2.50/1M tokens.
  • Local decision data tags Composer 2 for Coding, RAG, and Agents.
Choose GLM-5.2 when...
  • GLM-5.2 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GLM-5.2 uniquely exposes Reasoning and Structured outputs in local model data.
  • Local decision data tags GLM-5.2 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 Composer 2

Composer 2

$1,025

Cheapest tracked route/tier: Cursor

GLM-5.2

$2,220

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $1,195. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Composer 2 -> GLM-5.2
  • No overlapping tracked provider route is sourced for Composer 2 and GLM-5.2; plan for SDK, billing, or endpoint changes.
  • GLM-5.2 is $1.90/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GLM-5.2 adds Reasoning and Structured outputs in local capability data.
GLM-5.2 -> Composer 2
  • No overlapping tracked provider route is sourced for GLM-5.2 and Composer 2; plan for SDK, billing, or endpoint changes.
  • Composer 2 is $1.90/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning and Structured outputs before moving production traffic.

Specs

Specification
Released2026-03-192026-06-13
Context window200k1m
Parameters753B total, 40B active
Architecture-Mixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
Commercial use-License generally permits commercial use — review terms
Knowledge cutoff--

Pricing and availability

Pricing attributeComposer 2GLM-5.2
Input price$0.50/1M tokens$1.40/1M tokens
Output price$2.50/1M tokens$4.40/1M tokens
Providers

Capabilities

CapabilityComposer 2GLM-5.2
VisionNoNo
MultimodalNoNo
ReasoningNoYes
Function callingYesYes
Tool useYesYes
Structured outputsNoYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint differs most on reasoning mode: GLM-5.2 and structured outputs: GLM-5.2. Both models share function calling, tool use, and code execution, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, Composer 2 lists $0.50/1M input and $2.50/1M output tokens on the cheapest tracked provider, while GLM-5.2 lists $1.40/1M input and $4.40/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Composer 2 lower by about $1.20 per million blended tokens. Availability is 1 providers versus 1, so concentration risk also matters.

Choose Composer 2 when coding workflow support and lower input-token cost are central to the workload. Choose GLM-5.2 when coding workflow support and larger context windows are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency.

FAQ

Which has a larger context window, Composer 2 or GLM-5.2?

GLM-5.2 supports 1m tokens, while Composer 2 supports 200k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is cheaper, Composer 2 or GLM-5.2?

Composer 2 is cheaper on tracked token pricing. Composer 2 costs $0.50/1M input and $2.50/1M output tokens. GLM-5.2 costs $1.40/1M input and $4.40/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Composer 2 or GLM-5.2 open source?

Composer 2 is listed under Proprietary. GLM-5.2 is listed under MIT. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for reasoning mode, Composer 2 or GLM-5.2?

GLM-5.2 has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for function calling, Composer 2 or GLM-5.2?

Both Composer 2 and GLM-5.2 expose function calling. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Where can I run Composer 2 and GLM-5.2?

Composer 2 is available on Cursor. GLM-5.2 is available on OpenRouter. Provider coverage can affect latency, region availability, compliance posture, and fallback options. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Continue comparing

Last reviewed: 2026-06-16. Data sourced from public model cards and provider documentation.