LLM Reference

GLM-5V-Turbo vs o3 Deep Research

GLM-5V-Turbo (2026) and o3 Deep Research (2025) are frontier-tier reasoning models from Zhipu AI and OpenAI. GLM-5V-Turbo ships a 200k-token context window, while o3 Deep Research ships a 200k-token context window. On pricing, GLM-5V-Turbo costs $1.20/1M input tokens versus $10/1M 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.

GLM-5V-Turbo is ~733% cheaper at $1.20/1M; pay for o3 Deep Research only for vision-heavy evaluation.

Decision scorecard

Local evidence first
SignalGLM-5V-Turboo3 Deep Research
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitRAG, Agents, and Long contextRAG, Agents, and Long context
Context window200k200k
Cheapest output$4/1M tokens$40/1M tokens
Provider routes2 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GLM-5V-Turbo when...
  • GLM-5V-Turbo has the lower cheapest tracked output price at $4/1M tokens.
  • Local decision data tags GLM-5V-Turbo for RAG, Agents, and Long context.
Choose o3 Deep Research when...
  • 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.

Lower estimate GLM-5V-Turbo

GLM-5V-Turbo

$1,960

Cheapest tracked route/tier: OpenRouter

o3 Deep Research

$18,000

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $16,040. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5V-Turbo -> o3 Deep Research
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • o3 Deep Research is $36/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
o3 Deep Research -> GLM-5V-Turbo
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • GLM-5V-Turbo is $36/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.

Specs

Specification
Released2026-04-012025-10-10
Context window200k200k
Parameters744B total, 40B active—
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsUnknownNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2025-112024-06

Pricing and availability

Pricing attributeGLM-5V-Turboo3 Deep Research
Input price$1.20/1M tokens$10/1M tokens
Output price$4/1M tokens$40/1M tokens
Providers

Capabilities

CapabilityGLM-5V-Turboo3 Deep Research
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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