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GPT-5.4 Image 2 vs Nano Banana (Gemini 2.5 Flash Image)

Signal-by-Signal Comparison
SignalGPT-5.4 Image 2DeltaNano Banana (Gemini 2.5 Flash Image)
Capabilities
86
+14
71
Benchmarks
90
+10
81
Pricing
85
-12
98
Context window size
97
+16
81
Recency
100
+20
80
Output Capacity
100
+23
77
Overall Result
5 wins
of 6
1 wins
GPT-5.4 Image 2 wins 5 of 6 signals

Score History

Score History (24 data points)
GPT-5.4 Image 2Nano Banana (Gemini 2.5 Flash Image)
GPT-5.4 Image 2

91.3

current score

Leader

GPT-5.4 Image 2

right now

Nano Banana (Gemini 2.5 Flash Image)

76.9

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

GPT-5.4 Image 2

OpenAI

Per request$0.015500
Daily$51.67
Monthly$1550.00
Annual$18600.00

Nano Banana (Gemini 2.5 Flash Image)

Google

Best Value
Per request$0.001550
Daily$5.17
Monthly$155.00
Annual$1860.00

Nano Banana (Gemini 2.5 Flash Image) saves you $1395.00/month

That's $16740.00/year compared to GPT-5.4 Image 2 at your current usage level of 100K calls/month.

90% cheaper
Choose Nano Banana (Gemini 2.5 Flash Image) for cost optimization

GPT-5.4 Image 2 pricing:
Input:$8.00/M tokens
Output:$15.00/M tokens
Nano Banana (Gemini 2.5 Flash Image) pricing:
Input:$0.30/M tokens
Output:$2.50/M tokens
Winner
GPT-5.4 Image 2

OpenAI

91

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.4 Image 2Nano Banana (Gemini 2.5 Flash Image)Winner
Overall Score
91
77
GPT-5.4 Image 2
Rank#1#4
GPT-5.4 Image 2
Quality Rank#1#4
GPT-5.4 Image 2
Adoption Rank#1#4
GPT-5.4 Image 2
Parameters------
Context Window272K33K
GPT-5.4 Image 2
Pricing$8.00/$15.00/M$0.30/$2.50/M--
Signal Scores
Capabilities
86
71
GPT-5.4 Image 2
Benchmarks
90
81
GPT-5.4 Image 2
Pricing
85
98
Nano Banana (Gemini 2.5 Flash Image)
Context window size
97
81
GPT-5.4 Image 2
Recency
100
80
GPT-5.4 Image 2
Output Capacity
100
77
GPT-5.4 Image 2
Benchmark Head-to-Head(12 benchmarks)
GPT-5.4 Image: 11Nano Banana: 0
GPT-5.4 Image
Nano Banana
Normalized 0-100%
MMLU
94%85.8%
MMLU-Pro
87%78%
GPQA Diamond
88.5%82.8%
MATH-500
95.5%85.8%
HumanEval
97.5%90%
SWE-bench Verified
80%60.4%
AIME 2024
-88%
IFEval
93.5%85.5%
BBH
92%85%
Arena Elo
14851395
LiveBench
79%66.5%
HLE
39%12.08%
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

GPT-5.4 Image 2Elite Tier

Scores 91/100 (rank #1), placing it in the top 100% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nano Banana (Gemini 2.5 Flash Image)Strong Performer

Scores 77/100 (rank #4), placing it in the top 99% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.4 Image 2 has a 14-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-5.4 Image 2 when you need:

  • Processing long documents or large codebases (272K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Nano Banana (Gemini 2.5 Flash Image) when you need:

  • High-volume production workloads where API costs must be minimized
Cost-Performance Analysis
GPT-5.4 Image 2
Input cost$8.00/M tokens
Output cost$15.00/M tokens
Cost per quality point$0.252
Est. monthly (1M tokens/day)$345.00
Nano Banana (Gemini 2.5 Flash Image)Best Value
Input cost$0.30/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.036
Est. monthly (1M tokens/day)$42.00

Nano Banana (Gemini 2.5 Flash Image) offers 88% better value per quality point. At 1M tokens/day, you'd spend $42.00/month with Nano Banana (Gemini 2.5 Flash Image) vs $345.00/month with GPT-5.4 Image 2 - a $303.00 monthly difference.

Latency & Speed
GPT-5.4 Image 2Faster
Speed score0/100
Nano Banana (Gemini 2.5 Flash Image)
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

GPT-5.4 Image 2

Customer support chatbot

Suitable for user-facing chat with competitive response times. Nano Banana (Gemini 2.5 Flash Image) also offers lower per-token costs for high-volume support

GPT-5.4 Image 2

Long document analysis

Larger context window (272K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.4 Image 2

Batch data extraction

Lower output pricing ($2.50/M) reduces costs when processing thousands of records daily

Nano Banana (Gemini 2.5 Flash Image)

Creative writing & content

Higher overall composite score (91/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.4 Image 2

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

GPT-5.4 Image 2
Which Should You Choose?
Our recommendation:
GPT-5.4 Image 2

GPT-5.4 Image 2 clearly outperforms Nano Banana (Gemini 2.5 Flash Image) with a significant 14.399999999999991-point lead. For most general use cases, GPT-5.4 Image 2 is the stronger choice. However, Nano Banana (Gemini 2.5 Flash Image) may still excel in niche scenarios.

GPT-5.4 Image 2
Recommended

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by Google

  • Choose for Cost - 88% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5.4 Image 2Nano Banana (Gemini 2.5 Flash Image)
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5.4 Image 2

OpenAI

$32.40
estimated monthly cost

Nano Banana (Gemini 2.5 Flash Image)

Google

Best Value
$3.54
estimated monthly cost

Nano Banana (Gemini 2.5 Flash Image) saves you $28.86/month

That's 89% cheaper than GPT-5.4 Image 2 at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGPT-5.4 Image 2Nano Banana (Gemini 2.5 Flash Image)
Context Window272K33K
Max Output Tokens128,0008,192
Open SourceNoNo
CreatedApr 21, 2026Oct 7, 2025
Last updated: 21m ago

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GPT-5.4 Image 2 vs Nano Banana (Gemini 2.5 Flash Image) (2026) | LM Market Cap