Best for coding
Insufficient dataEvidence
comparable_coding_benchmark_missingNo same-source coding benchmark is attached to both model versions.
MODEL COMPARE
VerifiedNano Banana 2 (Gemini 3.1 Flash Image) vs GPT-5.4 Image 2: Pricing, Capabilities and Benchmarks
Compare Nano Banana 2 (Gemini 3.1 Flash Image) and GPT-5.4 Image 2 across context window, API pricing, modalities, tool use and recommended use cases.
DECISION SUMMARY
Decision summary
Recommendations are conditional. Unknown values never count as a loss, and missing comparable benchmarks produce no winner.
Best for agents
Insufficient dataEvidence
comparable_agent_benchmark_missingCapabilities are listed, but a comparable agent benchmark is missing.
Long context
GPT-5.4 Image 2Evidence
context_window_largerNano Banana 2 (Gemini 3.1 Flash Image)=131072; GPT-5.4 Image 2=272000
Lower monthly token cost
Nano Banana 2 (Gemini 3.1 Flash Image)Evidence
same_provider_monthly_cost_lowerNano Banana 2 (Gemini 3.1 Flash Image)=1.1; GPT-5.4 Image 2=11; input=1000000; cached_input=0; output=200000; provider=OpenRouter
Open deployment
Insufficient dataEvidence
open_weights_supportNano Banana 2 (Gemini 3.1 Flash Image)=unknown; GPT-5.4 Image 2=unknown
| Attribute | Nano Banana 2 (Gemini 3.1 Flash Image) | GPT-5.4 Image 2 | Winner |
|---|---|---|---|
Context windowcontext_window_largerProvider endpoint | 131K | 272K | GPT-5.4 Image 2 |
Maximum outputmax_output_largerProvider endpoint | 33K | 128K | GPT-5.4 Image 2 |
Input modalitiesinput_modalities_differProvider endpoint | Image, Text | Image, Text, File | Insufficient data |
Output modalitiesoutput_modalities_differProvider endpoint | Image, Text | Image, Text | Insufficient data |
Tool callingtool_calling_supportProvider endpoint | Not supported | Not supported | Tie |
Structured outputstructured_output_supportProvider endpoint | Supported | Supported | Tie |
Reasoningreasoning_supportModel | Supported | Supported | Insufficient data |
Open weightsopen_weights_supportModel | Unknown | Unknown | Insufficient data |
Input price per 1M tokensinput_price_lowerProvider endpoint | $0.50 | $8 | Nano Banana 2 (Gemini 3.1 Flash Image) |
Output price per 1M tokensoutput_price_lowerProvider endpoint | $3 | $15 | Nano Banana 2 (Gemini 3.1 Flash Image) |
USAGE ESTIMATOR
Monthly cost calculator
Estimate token charges for the selected provider endpoints. Image, audio, request and web-search charges are not included.
This is a provider snapshot, not a quote. Confirm production pricing before use.