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GPT-5 Image Mini vs Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Signal-by-Signal Comparison
SignalGPT-5 Image MiniDeltaNano Banana 2 (Gemini 3.1 Flash Image Preview)
Capabilities
86
--
86
Benchmarks
88
+88
0
Pricing
98
+1
97
Context window size
100
+14
86
Recency
79
-21
100
Output Capacity
100
+6
94
Overall Result
4 wins
of 6
1 wins
GPT-5 Image Mini wins 4 of 6 signals

Score History

Score History (25 data points)
GPT-5 Image MiniNano Banana 2 (Gemini 3.1 Flash Image Preview)
GPT-5 Image Mini

88.5

current score

Leader

GPT-5 Image Mini

right now

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

40

current score

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

GPT-5 Image Mini

OpenAI

Per request$0.003500
Daily$11.67
Monthly$350.00
Annual$4200.00

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Google

Best Value
Per request$0.002000
Daily$6.67
Monthly$200.00
Annual$2400.00

Nano Banana 2 (Gemini 3.1 Flash Image Preview) saves you $150.00/month

That's $1800.00/year compared to GPT-5 Image Mini at your current usage level of 100K calls/month.

43% cheaper
Choose Nano Banana 2 (Gemini 3.1 Flash Image Preview) for cost optimization

GPT-5 Image Mini pricing:
Input:$2.50/M tokens
Output:$2.00/M tokens
Nano Banana 2 (Gemini 3.1 Flash Image Preview) pricing:
Input:$0.50/M tokens
Output:$3.00/M tokens
Winner
GPT-5 Image Mini

OpenAI

89

Composite Score

Signal-by-Signal Comparison
MetricGPT-5 Image MiniNano Banana 2 (Gemini 3.1 Flash Image Preview)Winner
Overall Score
89
40
GPT-5 Image Mini
Rank#2#7
GPT-5 Image Mini
Quality Rank#2#7
GPT-5 Image Mini
Adoption Rank#2#7
GPT-5 Image Mini
Parameters------
Context Window400K66K
GPT-5 Image Mini
Pricing$2.50/$2.00/M$0.50/$3.00/M--
Signal Scores
Capabilities
86
86
GPT-5 Image Mini
Benchmarks
88
--
GPT-5 Image Mini
Pricing
98
97
GPT-5 Image Mini
Context window size
100
86
GPT-5 Image Mini
Recency
79
100
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Output Capacity
100
94
GPT-5 Image Mini
Benchmark Head-to-Head(11 benchmarks)
GPT-5 Image: 0Nano Banana: 0
GPT-5 Image
Nano Banana
Normalized 0-100%
MMLU
93%-
MMLU-Pro
84.5%-
GPQA Diamond
85%-
MATH-500
92.5%-
HumanEval
96.5%-
SWE-bench Verified
75%-
IFEval
92%-
BBH
90.5%-
Arena Elo
1465-
LiveBench
76%-
HLE
35%-
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 Image MiniElite Tier

Scores 89/100 (rank #2), placing it in the top 100% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nano Banana 2 (Gemini 3.1 Flash Image Preview)Entry Level

Scores 40/100 (rank #7), placing it in the top 98% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5 Image Mini has a 49-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-5 Image Mini when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (400K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Nano Banana 2 (Gemini 3.1 Flash Image Preview) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
GPT-5 Image MiniBest Value
Input cost$2.50/M tokens
Output cost$2.00/M tokens
Cost per quality point$0.051
Est. monthly (1M tokens/day)$67.50
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Input cost$0.50/M tokens
Output cost$3.00/M tokens
Cost per quality point$0.087
Est. monthly (1M tokens/day)$52.50

GPT-5 Image Mini offers 22% better value per quality point. At 1M tokens/day, you'd spend $52.50/month with Nano Banana 2 (Gemini 3.1 Flash Image Preview) vs $67.50/month with GPT-5 Image Mini - a $15.00 monthly difference.

Latency & Speed
GPT-5 Image MiniFaster
Speed score0/100
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
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 Image Mini

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-5 Image Mini also offers lower per-token costs for high-volume support

GPT-5 Image Mini

Long document analysis

Larger context window (400K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5 Image Mini

Batch data extraction

Lower output pricing ($2.00/M) reduces costs when processing thousands of records daily

GPT-5 Image Mini

Creative writing & content

Higher overall composite score (89/100) correlates with better nuance, coherence, and style in long-form content

GPT-5 Image Mini

Image understanding & OCR

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

GPT-5 Image Mini
Which Should You Choose?
Our recommendation:
GPT-5 Image Mini

GPT-5 Image Mini clearly outperforms Nano Banana 2 (Gemini 3.1 Flash Image Preview) with a significant 48.5-point lead. For most general use cases, GPT-5 Image Mini is the stronger choice. However, Nano Banana 2 (Gemini 3.1 Flash Image Preview) may still excel in niche scenarios.

GPT-5 Image Mini
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 - 22% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5 Image MiniNano Banana 2 (Gemini 3.1 Flash Image Preview)
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5 Image Mini

OpenAI

$6.90
estimated monthly cost

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Google

Best Value
$4.50
estimated monthly cost

Nano Banana 2 (Gemini 3.1 Flash Image Preview) saves you $2.40/month

That's 35% cheaper than GPT-5 Image Mini 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 Image MiniNano Banana 2 (Gemini 3.1 Flash Image Preview)
Context Window400K66K
Max Output Tokens128,00065,536
Open SourceNoNo
CreatedOct 16, 2025Feb 26, 2026
Frequently Asked Questions

GPT-5 Image Mini's 100/100 score reflects superior image generation quality and a 6.1x larger context window (400K vs 66K tokens), enabling complex multi-image workflows that Nano Banana 2 cannot handle. The $2/M output pricing actually undercuts Nano Banana 2's $3/M while delivering function calling and web search capabilities that expand creative possibilities beyond basic image generation.

With GPT-5 Image Mini's 400K context window, you could batch multiple complex prompts with reference images in single requests, potentially reducing API calls by 4-5x compared to Nano Banana 2's 66K limit. At scale, this means spending $20K/month on GPT-5 Image Mini could actually be cheaper than $30K/month on Nano Banana 2 due to fewer required API calls, despite the 5x higher input cost ($2.5/M vs $0.5/M).

GPT-5 Image Mini's function calling enables automated image generation pipelines that can trigger external APIs for real-time data visualization, while web search allows incorporating current visual trends directly into generations. Nano Banana 2's 62/100 score partially reflects these missing capabilities, limiting it to static prompt-based generation without dynamic context integration.

GPT-5 Image Mini accepts text, image, AND file inputs compared to Nano Banana 2's text+image only, enabling workflows like generating images from PDFs, spreadsheets, or code files with its 128K max output tokens. This 2x output advantage (128K vs 66K) combined with broader input modalities explains the 38-point score gap in real-world versatility.

The switch becomes justified when your use case requires either batching more than 6 images per request (leveraging the 400K context window) or when function calling integration saves more than 33% of API calls. With GPT-5 Image Mini costing $2/M output vs Nano Banana 2's $3/M, you're already saving on output while gaining a 38-point quality improvement.

Last updated: 30m ago

相关对比

GPT-5 Image Mini vs Nano Banana 2 (Gemini 3.1 Flash Image Preview) (2026) | LM Market Cap