LLM ReferenceLLM Reference

Gemini 2.5 Pro Preview 05-06 vs GLM-5V-Turbo

Gemini 2.5 Pro Preview 05-06 (2025) and GLM-5V-Turbo (2026) are frontier reasoning models from Google DeepMind and Zhipu AI. Gemini 2.5 Pro Preview 05-06 ships a 1M-token context window, while GLM-5V-Turbo ships a 200k-token context window. On pricing, GLM-5V-Turbo costs $1.2/1M input tokens versus $1.25/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.

Gemini 2.5 Pro Preview 05-06 fits 5x more tokens; pick it for long-context work and GLM-5V-Turbo for tighter calls.

Specs

Released2025-05-062026-04-01
Context window1M200k
Parameters744B total, 40B active
Architecturedecoder onlymixture of experts
LicenseUnknownProprietary
Knowledge cutoff--

Pricing and availability

Gemini 2.5 Pro Preview 05-06GLM-5V-Turbo
Input price$1.25/1M tokens$1.2/1M tokens
Output price$10/1M tokens$4/1M tokens
Providers

Capabilities

Gemini 2.5 Pro Preview 05-06GLM-5V-Turbo
Vision
Multimodal
Reasoning
Function calling
Tool use
Structured outputs
Code execution

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on vision: GLM-5V-Turbo, multimodal input: GLM-5V-Turbo, reasoning mode: GLM-5V-Turbo, function calling: GLM-5V-Turbo, and tool use: GLM-5V-Turbo. Both models share 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, Gemini 2.5 Pro Preview 05-06 lists $1.25/1M input and $10/1M output tokens, while GLM-5V-Turbo lists $1.2/1M input and $4/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts GLM-5V-Turbo lower by about $1.83 per million blended tokens. Availability is 1 providers versus 1, so concentration risk also matters.

Choose Gemini 2.5 Pro Preview 05-06 when long-context analysis and larger context windows are central to the workload. Choose GLM-5V-Turbo when reasoning depth 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, Gemini 2.5 Pro Preview 05-06 or GLM-5V-Turbo?

Gemini 2.5 Pro Preview 05-06 supports 1M tokens, while GLM-5V-Turbo supports 200k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Gemini 2.5 Pro Preview 05-06 or GLM-5V-Turbo?

GLM-5V-Turbo is cheaper on tracked token pricing. Gemini 2.5 Pro Preview 05-06 costs $1.25/1M input and $10/1M output tokens. GLM-5V-Turbo costs $1.2/1M input and $4/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Gemini 2.5 Pro Preview 05-06 or GLM-5V-Turbo open source?

Gemini 2.5 Pro Preview 05-06 is listed under Unknown. GLM-5V-Turbo 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, Gemini 2.5 Pro Preview 05-06 or GLM-5V-Turbo?

GLM-5V-Turbo 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, Gemini 2.5 Pro Preview 05-06 or GLM-5V-Turbo?

GLM-5V-Turbo 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 Gemini 2.5 Pro Preview 05-06 and GLM-5V-Turbo?

Gemini 2.5 Pro Preview 05-06 is available on OpenRouter. GLM-5V-Turbo 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: 2026-04-24. Data sourced from public model cards and provider documentation.