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GPT-5.6 Luna Pro vs Nano Banana Pro (Gemini 3 Pro Image)

Signal-by-Signal Comparison
SignalGPT-5.6 Luna ProDeltaNano Banana Pro (Gemini 3 Pro Image)
Capabilities
100
--
100
Benchmarks
88
+88
0
Pricing
94
+6
88
Context window size
86
--
86
Recency
100
--
100
Output Capacity
85
-3
88
Overall Result
2 wins
of 6
1 wins
GPT-5.6 Luna Pro wins 2 of 6 signals

Score History

Score History (4 data points)
GPT-5.6 Luna ProNano Banana Pro (Gemini 3 Pro Image)
GPT-5.6 Luna Pro

88.5

current score

Leader

GPT-5.6 Luna Pro

right now

Nano Banana Pro (Gemini 3 Pro Image)

40

current score

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

GPT-5.6 Luna Pro

OpenAI

Best Value
Per request$0.004000
Daily$13.33
Monthly$400.00
Annual$4800.00

Nano Banana Pro (Gemini 3 Pro Image)

Google

Per request$0.008000
Daily$26.67
Monthly$800.00
Annual$9600.00

GPT-5.6 Luna Pro saves you $400.00/month

That's $4800.00/year compared to Nano Banana Pro (Gemini 3 Pro Image) at your current usage level of 100K calls/month.

50% cheaper
Choose GPT-5.6 Luna Pro for cost optimization

GPT-5.6 Luna Pro pricing:
Input:$1.00/M tokens
Output:$6.00/M tokens
Nano Banana Pro (Gemini 3 Pro Image) pricing:
Input:$2.00/M tokens
Output:$12.00/M tokens
Winner
GPT-5.6 Luna Pro

OpenAI

89

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.6 Luna ProNano Banana Pro (Gemini 3 Pro Image)Winner
Overall Score
89
40
GPT-5.6 Luna Pro
Rank#19#6
Nano Banana Pro (Gemini 3 Pro Image)
Quality Rank#19#6
Nano Banana Pro (Gemini 3 Pro Image)
Adoption Rank#19#6
Nano Banana Pro (Gemini 3 Pro Image)
Parameters------
Context Window1050K66K
GPT-5.6 Luna Pro
Pricing$1.00/$6.00/M$2.00/$12.00/M--
Signal Scores
Capabilities
100
100
GPT-5.6 Luna Pro
Benchmarks
88
--
GPT-5.6 Luna Pro
Pricing
94
88
GPT-5.6 Luna Pro
Context window size
86
86
GPT-5.6 Luna Pro
Recency
100
100
GPT-5.6 Luna Pro
Output Capacity
85
88
Nano Banana Pro (Gemini 3 Pro Image)
Benchmark Head-to-Head(11 benchmarks)
GPT-5.6 Luna: 0Nano Banana: 0
GPT-5.6 Luna
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-5.6 Luna ProElite Tier

Scores 89/100 (rank #19), placing it in the top 94% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nano Banana Pro (Gemini 3 Pro Image)Entry Level

Scores 40/100 (rank #6), placing it in the top 98% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.6 Luna Pro 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-5.6 Luna Pro when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1050K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Nano Banana Pro (Gemini 3 Pro Image) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
GPT-5.6 Luna ProBest Value
Input cost$1.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.079
Est. monthly (1M tokens/day)$105.00
Nano Banana Pro (Gemini 3 Pro Image)
Input cost$2.00/M tokens
Output cost$12.00/M tokens
Cost per quality point$0.350
Est. monthly (1M tokens/day)$210.00

GPT-5.6 Luna Pro offers 50% better value per quality point. At 1M tokens/day, you'd spend $105.00/month with GPT-5.6 Luna Pro vs $210.00/month with Nano Banana Pro (Gemini 3 Pro Image) - a $105.00 monthly difference.

Latency & Speed
GPT-5.6 Luna ProFaster
Speed score0/100
Nano Banana Pro (Gemini 3 Pro 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-5.6 Luna Pro

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-5.6 Luna Pro also offers lower per-token costs for high-volume support

GPT-5.6 Luna Pro

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.6 Luna Pro

Batch data extraction

Lower output pricing ($6.00/M) reduces costs when processing thousands of records daily

GPT-5.6 Luna Pro

Creative writing & content

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

GPT-5.6 Luna Pro

Image understanding & OCR

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

GPT-5.6 Luna Pro
Which Should You Choose?
Our recommendation:
GPT-5.6 Luna Pro

GPT-5.6 Luna Pro clearly outperforms Nano Banana Pro (Gemini 3 Pro Image) with a significant 48.5-point lead. For most general use cases, GPT-5.6 Luna Pro is the stronger choice. However, Nano Banana Pro (Gemini 3 Pro Image) may still excel in niche scenarios.

GPT-5.6 Luna Pro
Recommended

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 50% lower pricing; better value at scale
  • 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

Consider for specialized use cases.

Capability Comparison
CapabilityGPT-5.6 Luna ProNano Banana Pro (Gemini 3 Pro Image)
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Outputdiffers
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5.6 Luna Pro

OpenAI

Best Value
$9.00
estimated monthly cost

Nano Banana Pro (Gemini 3 Pro Image)

Google

$18.00
estimated monthly cost

GPT-5.6 Luna Pro saves you $9.00/month

That's 50% cheaper than Nano Banana Pro (Gemini 3 Pro Image) 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-5.6 Luna ProNano Banana Pro (Gemini 3 Pro Image)
Context Window1.1M66K
Max Output Tokens128,00032,768
Open SourceNoNo
CreatedJul 9, 2026Jun 18, 2026
Last updated: 45m ago

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GPT-5.6 Luna Pro vs Nano Banana Pro (Gemini 3 Pro Image) (2026) | LM Market Cap