LLM Reference

Gemini 2.5 Pro vs Phi-3 Mini 4k

Gemini 2.5 Pro (2025) and Phi-3 Mini 4k (2024) are frontier reasoning models from Google DeepMind and Microsoft Research. Gemini 2.5 Pro ships a 1m-token context window, while Phi-3 Mini 4k ships a 4k-token context window. On MMLU PRO, Gemini 2.5 Pro leads by 40.5 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Gemini 2.5 Pro fits 250x more tokens; pick it for long-context work and Phi-3 Mini 4k for tighter calls.

Decision scorecard

Local evidence first
SignalGemini 2.5 ProPhi-3 Mini 4k
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsprovider-routed production
Decision fitCoding, RAG, and AgentsCoding and Classification
Context window1m4k
Cheapest output$10/1M tokens$0.25/1M tokens
Provider routes4 tracked4 tracked
Shared benchmarksMMLU PRO leader3 shared

Decision tradeoffs

Choose Gemini 2.5 Pro when...
  • Gemini 2.5 Pro holds a shared-benchmark lead on MMLU PRO, ahead by 40.5 points.
  • Gemini 2.5 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 2.5 Pro uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Gemini 2.5 Pro 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

Gemini 2.5 Pro

$3,500

Cheapest tracked route/tier: Google AI Studio <=200K tokens

Phi-3 Mini 4k

$103

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $3,398. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 2.5 Pro -> Phi-3 Mini 4k
  • No overlapping tracked provider route is sourced for Gemini 2.5 Pro and Phi-3 Mini 4k; plan for SDK, billing, or endpoint changes.
  • Phi-3 Mini 4k is $9.75/1M 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 -> Gemini 2.5 Pro
  • No overlapping tracked provider route is sourced for Phi-3 Mini 4k and Gemini 2.5 Pro; plan for SDK, billing, or endpoint changes.
  • Gemini 2.5 Pro is $9.75/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Gemini 2.5 Pro adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2025-06-172024-04-23
Context window1m4k
Parameters3.8B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-012023-10

Pricing and availability

Pricing attributeGemini 2.5 ProPhi-3 Mini 4k
Input price
<=200K tokens
$1.25/1M tokens
Standard Gemini 2.5 Pro pricing for prompts up to 200K tokens.
>200K tokens
$2.50/1M tokens
Higher Gemini 2.5 Pro tier for prompts above 200K tokens.
$0.05/1M tokens
Output price
<=200K tokens
$10/1M tokens
Standard Gemini 2.5 Pro pricing for prompts up to 200K tokens.
>200K tokens
$15/1M tokens
Higher Gemini 2.5 Pro tier for prompts above 200K tokens.
$0.25/1M tokens
Providers

Capabilities

CapabilityGemini 2.5 ProPhi-3 Mini 4k
VisionYesNo
MultimodalYesNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGemini 2.5 ProPhi-3 Mini 4k
MMLU PRO86.245.7
Google-Proof Q&A86.440.9
HumanEval93.159.8

Continue comparing

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