LLM Reference

GLM-5 vs GPT-5 Mini

GLM-5 (2026) and GPT-5 Mini (2025) are frontier-tier reasoning models from Zhipu AI and OpenAI. GLM-5 ships a 200k-token context window, while GPT-5 Mini ships a 400k-token context window. On pricing, GPT-5 Mini costs $0.25/1M input tokens versus $0.60/1M 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.

GPT-5 Mini is ~140% cheaper at $0.25/1M; pay for GLM-5 only for provider fit.

Decision scorecard

Local evidence first
SignalGLM-5GPT-5 Mini
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k400k
Cheapest output$2.08/1M tokens$2/1M tokens
Provider routes7 tracked4 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose GLM-5 when...
  • GLM-5 has broader tracked provider coverage for fallback and procurement flexibility.
  • Local decision data tags GLM-5 for Coding, RAG, and Agents.
Choose GPT-5 Mini when...
  • GPT-5 Mini has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5 Mini has the lower cheapest tracked output price at $2/1M tokens.
  • GPT-5 Mini uniquely exposes Vision, Multimodal, and Code execution in local model data.
  • Local decision data tags GPT-5 Mini 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 GPT-5 Mini

GLM-5

$1,000

Cheapest tracked route/tier: OpenRouter

GPT-5 Mini

$700

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $300. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5 -> GPT-5 Mini
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • GPT-5 Mini is $0.08/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • GPT-5 Mini adds Vision, Multimodal, and Code execution in local capability data.
GPT-5 Mini -> GLM-5
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • GLM-5 is $0.08/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Vision, Multimodal, and Code execution before moving production traffic.

Specs

Specification
Released2026-02-112025-08-07
Context window200k400k
Parameters744B total, 40B active
Architecturemixture of expertsdecoder only
LicenseMITProprietary
Knowledge cutoff2025-112024-05

Pricing and availability

Pricing attributeGLM-5GPT-5 Mini
Input price$0.60/1M tokens$0.25/1M tokens
Output price$2.08/1M tokens$2/1M tokens
Providers

Capabilities

CapabilityGLM-5GPT-5 Mini
VisionNoYes
MultimodalNoYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionNoYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on vision: GPT-5 Mini, multimodal input: GPT-5 Mini, and code execution: GPT-5 Mini. Both models share reasoning mode, function calling, tool use, and structured outputs, 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, GLM-5 lists $0.60/1M input and $2.08/1M output tokens on the cheapest tracked provider, while GPT-5 Mini lists $0.25/1M input and $2/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts GPT-5 Mini lower by about $0.27 per million blended tokens. Availability is 7 providers versus 4, so concentration risk also matters.

Choose GLM-5 when provider fit and broader provider choice are central to the workload. Choose GPT-5 Mini when coding workflow support, larger context windows, and lower input-token cost 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, GLM-5 or GPT-5 Mini?

GPT-5 Mini supports 400k tokens, while GLM-5 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, GLM-5 or GPT-5 Mini?

GPT-5 Mini is cheaper on tracked token pricing. GLM-5 costs $0.60/1M input and $2.08/1M output tokens. GPT-5 Mini costs $0.25/1M input and $2/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is GLM-5 or GPT-5 Mini open source?

GLM-5 is listed under MIT. GPT-5 Mini is listed under Proprietary. 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 vision, GLM-5 or GPT-5 Mini?

GPT-5 Mini has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, GLM-5 or GPT-5 Mini?

GPT-5 Mini has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run GLM-5 and GPT-5 Mini?

GLM-5 is available on Fireworks AI, OpenRouter, Together AI, GCP Vertex AI, and NVIDIA NIM. GPT-5 Mini is available on Replicate API, OpenRouter, OpenAI API, and Vercel AI Gateway. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-22. Data sourced from public model cards and provider documentation.