LLM Reference

GLM-5V-Turbo vs Phi-3 Mini 4k

GLM-5V-Turbo (2026) and Phi-3 Mini 4k (2024) are frontier reasoning models from Zhipu AI and Microsoft Research. GLM-5V-Turbo ships a 200k-token context window, while Phi-3 Mini 4k ships a 4k-token context window. On pricing, Phi-3 Mini 4k costs $0.05/1M input tokens versus $1.20/1M 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.

Phi-3 Mini 4k is ~2300% cheaper at $0.05/1M; pay for GLM-5V-Turbo only for reasoning depth.

Decision scorecard

Local evidence first
SignalGLM-5V-TurboPhi-3 Mini 4k
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsprovider-routed production
Decision fitRAG, Agents, and Long contextCoding and Classification
Context window200k4k
Cheapest output$4/1M tokens$0.25/1M tokens
Provider routes2 tracked4 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose GLM-5V-Turbo when...
  • GLM-5V-Turbo has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GLM-5V-Turbo uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags GLM-5V-Turbo for RAG, Agents, and Long context.
Choose Phi-3 Mini 4k when...
  • Phi-3 Mini 4k has the lower cheapest tracked output price at $0.25/1M tokens.
  • Phi-3 Mini 4k has broader tracked provider coverage for fallback and procurement flexibility.
  • Local decision data tags Phi-3 Mini 4k for Coding and Classification.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Phi-3 Mini 4k

GLM-5V-Turbo

$1,960

Cheapest tracked route/tier: OpenRouter

Phi-3 Mini 4k

$103

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $1,858. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5V-Turbo -> Phi-3 Mini 4k
  • No overlapping tracked provider route is sourced for GLM-5V-Turbo and Phi-3 Mini 4k; plan for SDK, billing, or endpoint changes.
  • Phi-3 Mini 4k is $3.75/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
Phi-3 Mini 4k -> GLM-5V-Turbo
  • No overlapping tracked provider route is sourced for Phi-3 Mini 4k and GLM-5V-Turbo; plan for SDK, billing, or endpoint changes.
  • GLM-5V-Turbo is $3.75/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GLM-5V-Turbo adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2026-04-012024-04-23
Context window200k4k
Parameters744B total, 40B active3.8B
Architecturemixture of expertsdecoder only
LicenseMIT(OSI)MIT(OSI)
OpennessOpen sourceOpen source
Commercial useCommercial use allowedCommercial use allowed
Knowledge cutoff2025-112023-10

Pricing and availability

Pricing attributeGLM-5V-TurboPhi-3 Mini 4k
Input price$1.20/1M tokens$0.05/1M tokens
Output price$4/1M tokens$0.25/1M tokens
Providers

Capabilities

CapabilityGLM-5V-TurboPhi-3 Mini 4k
VisionYesNo
MultimodalYesNo
ReasoningYesNo
Function callingYesNo
Tool useYesNo
Structured outputsYesNo
Code executionNoNo
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: GLM-5V-Turbo, multimodal input: GLM-5V-Turbo, reasoning mode: GLM-5V-Turbo, function calling: GLM-5V-Turbo, tool use: GLM-5V-Turbo, and structured outputs: GLM-5V-Turbo. Both models share the core language-model surface, 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-5V-Turbo lists $1.20/1M input and $4/1M output tokens on the cheapest tracked provider, while Phi-3 Mini 4k lists $0.05/1M input and $0.25/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Phi-3 Mini 4k lower by about $1.93 per million blended tokens. Availability is 2 providers versus 4, so concentration risk also matters.

Choose GLM-5V-Turbo when reasoning depth and larger context windows are central to the workload. Choose Phi-3 Mini 4k when provider fit, lower input-token cost, and broader provider choice 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.

FAQ

Which has a larger context window, GLM-5V-Turbo or Phi-3 Mini 4k?

GLM-5V-Turbo supports 200k tokens, while Phi-3 Mini 4k supports 4k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, GLM-5V-Turbo or Phi-3 Mini 4k?

Phi-3 Mini 4k is cheaper on tracked token pricing. GLM-5V-Turbo costs $1.20/1M input and $4/1M output tokens. Phi-3 Mini 4k costs $0.05/1M input and $0.25/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is GLM-5V-Turbo or Phi-3 Mini 4k open source?

GLM-5V-Turbo is listed under MIT. Phi-3 Mini 4k 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 vision, GLM-5V-Turbo or Phi-3 Mini 4k?

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, GLM-5V-Turbo or Phi-3 Mini 4k?

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 GLM-5V-Turbo and Phi-3 Mini 4k?

GLM-5V-Turbo is available on OpenRouter and Vercel AI Gateway. Phi-3 Mini 4k is available on Microsoft Foundry, NVIDIA NIM, Baseten API, and Replicate API. 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.