LLM Reference

Phi-4 Reasoning Vision 15B vs ShieldGemma 2

Phi-4 Reasoning Vision 15B (2026) and ShieldGemma 2 (2024) are general-purpose language models from Microsoft Research and Google DeepMind. Phi-4 Reasoning Vision 15B ships a not-yet-sourced context window, while ShieldGemma 2 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. It focuses on practical selection signals rather than broad model-family marketing.

Phi-4 Reasoning Vision 15B is safer overall; choose ShieldGemma 2 when vision-heavy evaluation matters.

Decision scorecard

Local evidence first
SignalPhi-4 Reasoning Vision 15BShieldGemma 2
Best formultimodal appsmultimodal apps and tool-calling agents
Decision fitVisionAgents, Vision, and Classification
Context window
Cheapest output--
Provider routes0 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Phi-4 Reasoning Vision 15B when...
  • Local decision data tags Phi-4 Reasoning Vision 15B for Vision.
Choose ShieldGemma 2 when...
  • ShieldGemma 2 has broader tracked provider coverage for fallback and procurement flexibility.
  • ShieldGemma 2 uniquely exposes Function calling, Tool use, and Structured outputs in local model data.
  • Local decision data tags ShieldGemma 2 for Agents, Vision, and Classification.

Monthly cost at traffic

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

Phi-4 Reasoning Vision 15B

Unavailable

No complete token price in local provider data

ShieldGemma 2

Unavailable

No complete token price in local provider data

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

Switch friction

Phi-4 Reasoning Vision 15B -> ShieldGemma 2
  • No overlapping tracked provider route is sourced for Phi-4 Reasoning Vision 15B and ShieldGemma 2; plan for SDK, billing, or endpoint changes.
  • ShieldGemma 2 adds Function calling, Tool use, and Structured outputs in local capability data.
ShieldGemma 2 -> Phi-4 Reasoning Vision 15B
  • No overlapping tracked provider route is sourced for ShieldGemma 2 and Phi-4 Reasoning Vision 15B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Function calling, Tool use, and Structured outputs before moving production traffic.

Specs

Specification
Released2026-03-122024-09-01
Context window
Parameters15B4B
Architecture-Decoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2025-03-

Pricing and availability

Pricing attributePhi-4 Reasoning Vision 15BShieldGemma 2
Input price--
Output price--
Providers-

Pricing not yet sourced for either model.

Capabilities

CapabilityPhi-4 Reasoning Vision 15BShieldGemma 2
VisionYesYes
MultimodalYesYes
ReasoningNoNo
Function callingNoYes
Tool useNoYes
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint differs most on function calling: ShieldGemma 2, tool use: ShieldGemma 2, and structured outputs: ShieldGemma 2. Both models share vision and multimodal input, 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.

Pricing coverage is uneven: Phi-4 Reasoning Vision 15B has no token price sourced yet and ShieldGemma 2 has no token price sourced yet. Provider availability is 0 tracked routes versus 1. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose Phi-4 Reasoning Vision 15B when vision-heavy evaluation are central to the workload. Choose ShieldGemma 2 when vision-heavy evaluation 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. It also helps separate model capability from provider packaging, which can change cost and latency. For teams standardizing a stack, that distinction is often the difference between a benchmark win and a reliable deployment.

FAQ

Is Phi-4 Reasoning Vision 15B or ShieldGemma 2 open source?

Phi-4 Reasoning Vision 15B is listed under MIT. ShieldGemma 2 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, Phi-4 Reasoning Vision 15B or ShieldGemma 2?

Both Phi-4 Reasoning Vision 15B and ShieldGemma 2 expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Which is better for multimodal input, Phi-4 Reasoning Vision 15B or ShieldGemma 2?

Both Phi-4 Reasoning Vision 15B and ShieldGemma 2 expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Which is better for function calling, Phi-4 Reasoning Vision 15B or ShieldGemma 2?

ShieldGemma 2 has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for tool use, Phi-4 Reasoning Vision 15B or ShieldGemma 2?

ShieldGemma 2 has the clearer documented tool use signal in this comparison. If tool use is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Phi-4 Reasoning Vision 15B and ShieldGemma 2?

Phi-4 Reasoning Vision 15B is available on the tracked providers still being sourced. ShieldGemma 2 is available on GCP Vertex AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

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