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Nano Banana 2 (Gemini 3.1 Flash Image) vs Nemotron Nano 12B VL: API Cost Comparison

Compare the API pricing, context windows, features, and real-world cost projections for Nano Banana 2 (Gemini 3.1 Flash Image) (Google) and Nemotron Nano 12B VL (Nvidia NIM). Use the interactive calculator below to compute your exact monthly cost based on your token usage and request volume.

Prices verified Jun 26, 2026

Interactive Cost Calculator

GoogleNano Banana 2 (Gemini 3.1 Flash Image)Nvidia NIMNemotron Nano 12B VL

Fills in typical token counts for a workload type

Tokens in each prompt sent to the model

Tokens generated in each response

Total API calls per month

Showing costs for 2 models. Cheapest: Nemotron Nano 12B VL at $5.00/month.

Cheapest: Nemotron Nano 12B VL at $5.00/mo — save 75.0% vs Nano Banana 2 (Gemini 3.1 Flash Image)
Alert
BestNemotron Nano 12B VL
Nvidia NIM$5.00$0.000500$2.00$3.0075.0%Alerts coming soon
Nano Banana 2 (Gemini 3.1 Flash Image)
Google$20.00$0.002000$5.00$15.00Alerts coming soon

Monthly Cost Comparison

Price Comparison at a Glance

All prices are in USD per 1 million tokens ($/M tokens). Lower is cheaper.

Pricing TypeNano Banana 2 (Gemini 3.1 Flash Image)Nemotron Nano 12B VLCheaper
Input (standard)$0.50/M$0.20/MNemotron Nano 12B VL
Output$3.00/M$0.60/MNemotron Nano 12B VL

Prices last verified: 2026-03-11 – 2026-06-26

Cost Breakdown by Usage Volume

Estimated monthly costs at different request volumes, assuming 1,000 input tokens and 500 output tokens per request. Adjust in the calculator above for your specific use case.

VolumeNano Banana 2 (Gemini 3.1 Flash Image)MonthlyNemotron Nano 12B VLMonthlyNano Banana 2 (Gemini 3.1 Flash Image)Per requestNemotron Nano 12B VLPer request
1K requests/mo$2.00$0.50$0.002000$0.000500
10K requests/mo$20.00$5.00$0.002000$0.000500
100K requests/mo$200.00$50.00$0.002000$0.000500
1M requests/mo$2,000.00$500.00$0.002000$0.000500

Green values indicate the lower-cost option at each volume tier. Cost per request is calculated at 1,000 input + 500 output tokens using standard (non-batch, non-cached) pricing.

Price History

Input price per 1M tokens

When to Choose Nano Banana 2 (Gemini 3.1 Flash Image)

by Google

  • General chatbot

Input / 1M tokens

$0.50/M

Output / 1M tokens

$3.00/M

Context window

131,072

Tier

budget

When to Choose Nemotron Nano 12B VL

by Nvidia NIM

  • Content Creation
  • Data extraction
  • General chatbot

Input / 1M tokens

$0.20/M

Output / 1M tokens

$0.60/M

Context window

128,000

Tier

budget

Key Differences Beyond Price

Cost is only one factor in choosing an AI model. Context window size, rate limits, supported features, and latency all affect whether a model fits your use case.

CapabilityNano Banana 2 (Gemini 3.1 Flash Image)Nemotron Nano 12B VL
Context window131,072 tokens128,000 tokens
Max output tokens32,768 tokens8,192 tokens
Performance tierBudgetBudget
Vision / image inputYesYes
Function callingNoYes
JSON modeYesYes
Prompt cachingNoNo
Batch API (50% discount)NoNo
Extended reasoningYesNo
Fine-tuningNoNo

Nemotron Nano 12B VL notes

Nemotron Nano 12B VL on NVIDIA NIM. Budget-tier multimodal model supporting vision inputs, optimized for efficient image-and-text inference on NVIDIA hardware.

Frequently Asked Questions

Is Nano Banana 2 (Gemini 3.1 Flash Image) cheaper than Nemotron Nano 12B VL?

At standard usage (1,000 input tokens, 500 output tokens, 100,000 requests/month), Nemotron Nano 12B VL costs $50.00/month versus $200.00/month for Nano Banana 2 (Gemini 3.1 Flash Image) — a 75% saving. Your actual savings will vary based on your token profile; output-heavy workloads amplify differences in output pricing.

Which model has a larger context window, Nano Banana 2 (Gemini 3.1 Flash Image) or Nemotron Nano 12B VL?

Nano Banana 2 (Gemini 3.1 Flash Image) has a larger context window at 131,072 tokens, compared to 128,000 tokens for Nemotron Nano 12B VL. A larger context window is important for processing long documents, multi-turn conversations, or large codebases without truncation.

Do Nano Banana 2 (Gemini 3.1 Flash Image) and Nemotron Nano 12B VL support the Batch API?

Neither Nano Banana 2 (Gemini 3.1 Flash Image) nor Nemotron Nano 12B VL currently supports a batch API with discounted pricing. For batch-eligible alternatives, consider models from OpenAI, Anthropic, or Google that include batch API support.

Which model offers better prompt caching?

Neither Nano Banana 2 (Gemini 3.1 Flash Image) nor Nemotron Nano 12B VL currently supports prompt caching. For prompt-caching capable alternatives, consider Claude models from Anthropic or GPT-4o from OpenAI.

What are the best use cases for Nano Banana 2 (Gemini 3.1 Flash Image) vs Nemotron Nano 12B VL?

Both models are well-suited for General chatbot. Nano Banana 2 (Gemini 3.1 Flash Image) is particularly strong for overlapping tasks. Nemotron Nano 12B VL is favored for Content Creation, Data extraction. At the same quality level, the lower-cost model is usually preferable; use this page's calculator to compare total monthly spend at your volume.

What is the cost per request for Nano Banana 2 (Gemini 3.1 Flash Image) vs Nemotron Nano 12B VL?

At 1,000 input tokens and 500 output tokens per request — a typical conversational workload — Nano Banana 2 (Gemini 3.1 Flash Image) costs $0.002000 per request and Nemotron Nano 12B VL costs $0.000500 per request. At 100,000 requests/month, that translates to $200.00 and $50.00 respectively. Use the interactive calculator to adjust these parameters for your actual workload.

Nano Banana 2 (Gemini 3.1 Flash Image) vs Nemotron Nano 12B VL: Summary

When comparing Nano Banana 2 (Gemini 3.1 Flash Image) and Nemotron Nano 12B VL for API cost, the right choice depends on your workload's token profile, required features, and tolerance for latency. Nemotron Nano 12B VL offers lower total cost at standard usage volumes (1,000 input + 500 output tokens per request at 100,000 requests/month) at $50.00/month, compared to $200.00/month for Nano Banana 2 (Gemini 3.1 Flash Image).

Both models are priced in USD per million tokens, the standard unit across all major AI API providers. Nano Banana 2 (Gemini 3.1 Flash Image) charges $0.50/M for input tokens and $3.00/M for output tokens. Nemotron Nano 12B VL charges $0.20/M input and $0.60/M output. If your workload is output-heavy (more tokens generated than consumed as input), the model with the lower output price compounds cost savings significantly at scale.

Context window capacity differs between the two: Nano Banana 2 (Gemini 3.1 Flash Image) supports up to 131,072 tokens in a single request, versus 128,000 tokens for Nemotron Nano 12B VL. A larger context window is essential for document summarization, large codebase analysis, and multi-document retrieval-augmented generation (RAG) applications.

Use the interactive calculator at the top of this page to enter your actual token usage and monthly request volume for a precise cost comparison tailored to your workload. Adjust for batch API discounts and prompt caching to find the most cost-effective option for your specific deployment.

Explore other model comparisons from the same providers or performance tiers.

Related Provider Pages

View complete pricing tables and model lineups for the providers behind these models.

Relevant Use Cases

See cost recommendations for workloads where Nano Banana 2 (Gemini 3.1 Flash Image) or Nemotron Nano 12B VL is recommended.