LLM Reference

GLM-5 9B vs o3 Deep Research

GLM-5 9B (2026) and o3 Deep Research (2025) are frontier-tier reasoning models from Zhipu AI and OpenAI. GLM-5 9B ships a 262k-token context window, while o3 Deep Research ships a 200k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.

GLM-5 9B is safer overall; choose o3 Deep Research when vision-heavy evaluation matters.

Decision scorecard

Local evidence first
SignalGLM-5 9Bo3 Deep Research
Best forreasoning-heavy apps and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitRAG, Agents, and Long contextRAG, Agents, and Long context
Context window262k200k
Cheapest output-$40/1M tokens
Provider routes0 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GLM-5 9B when...
  • GLM-5 9B has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Local decision data tags GLM-5 9B for RAG, Agents, and Long context.
Choose o3 Deep Research when...
  • o3 Deep Research has broader tracked provider coverage for fallback and route flexibility.
  • o3 Deep Research uniquely exposes Vision, Multimodal, and Structured outputs in local model data.
  • Local decision data tags o3 Deep Research 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.

GLM-5 9B

Unavailable

No complete token price in local provider data

o3 Deep Research

$18,000

Cheapest tracked route/tier: Vercel AI Gateway

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

Switch friction

GLM-5 9B -> o3 Deep Research
  • No overlapping tracked provider route is sourced for GLM-5 9B and o3 Deep Research; plan for SDK, billing, or endpoint changes.
  • o3 Deep Research adds Vision, Multimodal, and Structured outputs in local capability data.
o3 Deep Research -> GLM-5 9B
  • No overlapping tracked provider route is sourced for o3 Deep Research and GLM-5 9B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision, Multimodal, and Structured outputs before moving production traffic.

Specs

Specification
Released2026-02-152025-10-10
Context window262k200k
Parameters9
ArchitectureDecoder OnlyDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2025-112024-06

Pricing and availability

Pricing attributeGLM-5 9Bo3 Deep Research
Input price-$10/1M tokens
Output price-$40/1M tokens
Providers-

Capabilities

CapabilityGLM-5 9Bo3 Deep Research
VisionNoYes
MultimodalNoYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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