LLM Reference

DeepSeek V3 Base vs Nano Banana 2 (Gemini 3.1 Flash Image)

DeepSeek V3 Base (2024) and Nano Banana 2 (Gemini 3.1 Flash Image) (2026) are frontier reasoning models from DeepSeek and Google DeepMind. DeepSeek V3 Base ships a 128k-token context window, while Nano Banana 2 (Gemini 3.1 Flash Image) ships a 131k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Nano Banana 2 (Gemini 3.1 Flash Image) is safer overall; choose DeepSeek V3 Base when provider fit matters.

Decision scorecard

Local evidence first
SignalDeepSeek V3 BaseNano Banana 2 (Gemini 3.1 Flash Image)
Best forgeneral production evaluationreasoning-heavy apps and multimodal apps
Decision fitLong contextLong context and Vision
Context window128k131k
Cheapest output-$60/1M tokens
Provider routes0 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose DeepSeek V3 Base when...
  • Local decision data tags DeepSeek V3 Base for Long context.
Choose Nano Banana 2 (Gemini 3.1 Flash Image) when...
  • Nano Banana 2 (Gemini 3.1 Flash Image) has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Nano Banana 2 (Gemini 3.1 Flash Image) has broader tracked provider coverage for fallback and procurement flexibility.
  • Nano Banana 2 (Gemini 3.1 Flash Image) uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Nano Banana 2 (Gemini 3.1 Flash Image) for Long context and Vision.

Monthly cost at traffic

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

DeepSeek V3 Base

Unavailable

No complete token price in local provider data

Nano Banana 2 (Gemini 3.1 Flash Image)

$15,400

Cheapest tracked route/tier: Google AI Studio

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

Switch friction

DeepSeek V3 Base -> Nano Banana 2 (Gemini 3.1 Flash Image)
  • No overlapping tracked provider route is sourced for DeepSeek V3 Base and Nano Banana 2 (Gemini 3.1 Flash Image); plan for SDK, billing, or endpoint changes.
  • Nano Banana 2 (Gemini 3.1 Flash Image) adds Vision, Multimodal, and Reasoning in local capability data.
Nano Banana 2 (Gemini 3.1 Flash Image) -> DeepSeek V3 Base
  • No overlapping tracked provider route is sourced for Nano Banana 2 (Gemini 3.1 Flash Image) and DeepSeek V3 Base; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.

Specs

Specification
Released2024-12-262026-05-28
Context window128k131k
Parameters671B total, 37B active (MoE)
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2024-072025-01

Pricing and availability

Pricing attributeDeepSeek V3 BaseNano Banana 2 (Gemini 3.1 Flash Image)
Input price-$0.50/1M tokens
Output price-$60/1M tokens
Providers-

Capabilities

CapabilityDeepSeek V3 BaseNano Banana 2 (Gemini 3.1 Flash Image)
VisionNoYes
MultimodalNoYes
ReasoningNoYes
Function callingNoNo
Tool useNoNo
Structured outputsNoNo
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 vision: Nano Banana 2 (Gemini 3.1 Flash Image), multimodal input: Nano Banana 2 (Gemini 3.1 Flash Image), and reasoning mode: Nano Banana 2 (Gemini 3.1 Flash Image). 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.

Pricing coverage is uneven: DeepSeek V3 Base has no token price sourced yet and Nano Banana 2 (Gemini 3.1 Flash Image) has $0.50/1M input tokens. 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 DeepSeek V3 Base when provider fit are central to the workload. Choose Nano Banana 2 (Gemini 3.1 Flash Image) when reasoning depth, larger context windows, 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, DeepSeek V3 Base or Nano Banana 2 (Gemini 3.1 Flash Image)?

Nano Banana 2 (Gemini 3.1 Flash Image) supports 131k tokens, while DeepSeek V3 Base supports 128k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Is DeepSeek V3 Base or Nano Banana 2 (Gemini 3.1 Flash Image) open source?

DeepSeek V3 Base is listed under MIT. Nano Banana 2 (Gemini 3.1 Flash Image) 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, DeepSeek V3 Base or Nano Banana 2 (Gemini 3.1 Flash Image)?

Nano Banana 2 (Gemini 3.1 Flash Image) 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.

Which is better for multimodal input, DeepSeek V3 Base or Nano Banana 2 (Gemini 3.1 Flash Image)?

Nano Banana 2 (Gemini 3.1 Flash Image) 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.

Which is better for reasoning mode, DeepSeek V3 Base or Nano Banana 2 (Gemini 3.1 Flash Image)?

Nano Banana 2 (Gemini 3.1 Flash Image) has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run DeepSeek V3 Base and Nano Banana 2 (Gemini 3.1 Flash Image)?

DeepSeek V3 Base is available on the tracked providers still being sourced. Nano Banana 2 (Gemini 3.1 Flash Image) is available on Google AI Studio. 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.