LLM Reference

GLM-5.1 vs Phi-3 Mini 4k

GLM-5.1 (2026) and Phi-3 Mini 4k (2024) are frontier reasoning models from Zhipu AI and Microsoft Research. GLM-5.1 ships a 200k-token context window, while Phi-3 Mini 4k ships a 4k-token context window. On Google-Proof Q&A, GLM-5.1 leads by 45.3 pts. On pricing, Phi-3 Mini 4k costs $0.05/1M input tokens versus $1.05/1M 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 ~2000% cheaper at $0.05/1M; pay for GLM-5.1 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGLM-5.1Phi-3 Mini 4k
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productionprovider-routed production
Decision fitCoding, RAG, and AgentsCoding and Classification
Context window200k4k
Cheapest output$3.50/1M tokens$0.25/1M tokens
Provider routes5 tracked4 tracked
Shared benchmarksGoogle-Proof Q&A leader1 shared

Decision tradeoffs

Choose GLM-5.1 when...
  • GLM-5.1 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 45.3 points.
  • GLM-5.1 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GLM-5.1 has broader tracked provider coverage for fallback and route flexibility.
  • GLM-5.1 uniquely exposes Reasoning, JSON / Tool use, and Structured outputs in local model data.
  • Local decision data tags GLM-5.1 for Coding, RAG, and Agents.
Choose Phi-3 Mini 4k when...
  • Phi-3 Mini 4k has the lower cheapest tracked output price at $0.25/1M tokens.
  • 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-5.1

$1,715

Cheapest tracked route/tier: OpenRouter

Phi-3 Mini 4k

$103

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $1,613. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5.1 -> Phi-3 Mini 4k
  • No overlapping tracked provider route is sourced for GLM-5.1 and Phi-3 Mini 4k; plan for SDK, billing, or endpoint changes.
  • Phi-3 Mini 4k is $3.25/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning, JSON / Tool use, and Structured outputs before moving production traffic.
Phi-3 Mini 4k -> GLM-5.1
  • No overlapping tracked provider route is sourced for Phi-3 Mini 4k and GLM-5.1; plan for SDK, billing, or endpoint changes.
  • GLM-5.1 is $3.25/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GLM-5.1 adds Reasoning, JSON / Tool use, and Structured outputs in local capability data.

Specs

Specification
Released2026-04-072024-04-23
Context window200k4k
Parameters754B total, 40B active3.8B
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedMITOSI-approved
OpennessOpen sourceOpen source
WeightsAvailableUnknown
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff2025-112023-10

Pricing and availability

Pricing attributeGLM-5.1Phi-3 Mini 4k
Input price$1.05/1M tokens$0.05/1M tokens
Output price$3.50/1M tokens$0.25/1M tokens
Providers

Capabilities

CapabilityGLM-5.1Phi-3 Mini 4k
VisionNoNo
MultimodalNoNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGLM-5.1Phi-3 Mini 4k
Google-Proof Q&A86.240.9

Continue comparing

Last reviewed: 2026-06-30. Data sourced from public model cards and provider documentation.