LLM Reference

Gemini Deep Research Preview vs Phi-4 Reasoning Vision 15B

Gemini Deep Research Preview (2026) and Phi-4 Reasoning Vision 15B (2026) are general-purpose language models from Google DeepMind and Microsoft Research. Gemini Deep Research Preview ships a 1m-token context window, while Phi-4 Reasoning Vision 15B ships a not-yet-sourced context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Gemini Deep Research Preview is safer overall; choose Phi-4 Reasoning Vision 15B when vision-heavy evaluation matters.

Decision scorecard

Local evidence first
SignalGemini Deep Research PreviewPhi-4 Reasoning Vision 15B
Best formultimodal apps, tool-calling agents, and long-context analysismultimodal apps
Decision fitRAG, Agents, and Long contextVision
Context window1m—
Cheapest output$12/1M tokens-
Provider routes1 tracked0 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini Deep Research Preview when...
  • Gemini Deep Research Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini Deep Research Preview has broader tracked provider coverage for fallback and route flexibility.
  • Gemini Deep Research Preview uniquely exposes JSON / Tool use and Structured outputs in local model data.
  • Local decision data tags Gemini Deep Research Preview for RAG, Agents, and Long context.
Choose Phi-4 Reasoning Vision 15B when...
  • Local decision data tags Phi-4 Reasoning Vision 15B for Vision.

Monthly cost at traffic

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

Gemini Deep Research Preview

$4,600

Cheapest tracked route/tier: Google AI Studio

Phi-4 Reasoning Vision 15B

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Gemini Deep Research Preview -> Phi-4 Reasoning Vision 15B
  • No overlapping tracked provider route is sourced for Gemini Deep Research Preview and Phi-4 Reasoning Vision 15B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for JSON / Tool use and Structured outputs before moving production traffic.
Phi-4 Reasoning Vision 15B -> Gemini Deep Research Preview
  • No overlapping tracked provider route is sourced for Phi-4 Reasoning Vision 15B and Gemini Deep Research Preview; plan for SDK, billing, or endpoint changes.
  • Gemini Deep Research Preview adds JSON / Tool use and Structured outputs in local capability data.

Specs

Specification
Released2026-04-212026-03-12
Context window1m—
Parameters—15B
ArchitectureDecoder Only-
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-012025-03

Pricing and availability

Pricing attributeGemini Deep Research PreviewPhi-4 Reasoning Vision 15B
Input price$2/1M tokens-
Output price$12/1M tokens-
Providers-

Capabilities

CapabilityGemini Deep Research PreviewPhi-4 Reasoning Vision 15B
VisionYesYes
MultimodalYesYes
ReasoningNoNo
JSON / Tool useYesNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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Last reviewed: 2026-06-15. Data sourced from public model cards and provider documentation.