How much do Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B cost per month?

For an example workload of 20 million input tokens and 5 million output tokens per month: Nano Banana Pro (Gemini 3 Pro Image): $100. Qwen3.8 2.4T A95B: $70. These are token-only estimates using the displayed rates, without caching discounts, additional tool charges or taxes. Actual bills depend on usage and endpoint pricing.

Which has a larger context window: Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B?

Nano Banana Pro (Gemini 3 Pro Image): 131K tokens of context; maximum output 33K tokens. Qwen3.8 2.4T A95B: 1M tokens of context; maximum output 131K tokens. Context capacity and maximum output are separate limits. A larger context window allows more material in a request but does not guarantee more accurate answers.

Which is better for coding: Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B?

Nano Banana Pro (Gemini 3 Pro Image): Artificial Analysis SciCode not listed. Qwen3.8 2.4T A95B: Artificial Analysis SciCode 54.1%. Compare coding results within the same evaluation, then test representative tasks from your own codebase. A missing score is not a zero, and a single benchmark does not establish the best model for every programming task.

How do Arena Elo, DesignArena, Intelligence Index and MMLU-Pro differ?

These evaluations measure different tasks and use different scales. Arena Elo and DesignArena ratings must remain separate, as must Artificial Analysis Intelligence Index and MMLU-Pro. Compare models within the same evaluation rather than combining scores. Missing results are marked Not listed, not treated as measured zeroes.

Which responds faster: Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B?

Nano Banana Pro (Gemini 3 Pro Image): Artificial Analysis output speed not listed; time to first token not listed. Qwen3.8 2.4T A95B: Artificial Analysis output speed 38 tokens/s; time to first token 2.75 seconds. Output speed measures generation throughput, while time to first token measures the initial wait. Real-world latency also depends on the API provider, request size and load; missing measurements cannot establish a speed winner.

Do Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B support images, audio or video?

Nano Banana Pro (Gemini 3 Pro Image): listed input formats: image, text; output formats: image, text. Qwen3.8 2.4T A95B: listed input formats: text; output formats: text. Input and output support are different capabilities: accepting an image does not mean a model generates images. Confirm formats and file limits for the endpoint you plan to use.

Do Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B support tool calling and structured outputs?

Nano Banana Pro (Gemini 3 Pro Image): listed features: Function calling, Structured outputs, JSON mode, Reasoning, Deterministic seed, Prompt caching. Qwen3.8 2.4T A95B: listed features: Function calling, Structured outputs, JSON mode, Reasoning, Log probabilities, Deterministic seed, Prompt caching. Only recorded capabilities are shown; an unlisted feature is not proof that it is unsupported. Availability can vary by API provider, so confirm tool calling and JSON schema support for your chosen endpoint.

Can prompt caching reduce the cost of Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B?

Nano Banana Pro (Gemini 3 Pro Image): cached input price $0.20 per million tokens. Qwen3.8 2.4T A95B: cached input price $0.25 per million tokens. Caching may reduce charges for eligible repeated input when supported by the endpoint. A listed cached rate does not guarantee every request qualifies; cache duration, minimum token counts and any write charges depend on the provider.

Are Nano Banana Pro (Gemini 3 Pro Image) or Qwen3.8 2.4T A95B available through an API?

Nano Banana Pro (Gemini 3 Pro Image): catalog status active; API identifier gemini-3-pro-image; listed API hosts Google AI Studio, Google. Qwen3.8 2.4T A95B: catalog status active; API identifier qwen3.8-2.4t-a95b; listed API hosts not listed. Catalog status is not a live availability check. Before integrating, verify the provider's documentation, endpoint access, rate limits, regional availability and data-handling terms.

Models, measured side by side

Nano Banana Pro (Gemini 3 Pro Image) vs Qwen3.8 2.4T A95B

Compare Nano Banana Pro (Gemini 3 Pro Image), Qwen3.8 2.4T A95B by token pricing, context length, benchmark results, speed and tool support.

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Monthly workload

Input· million tokensOutput· million tokens

Monthly cost breakdown

InputOutput

Nano Banana Pro (Gemini 3 Pro Image)

$100 / mo

Qwen3.8 2.4T A95B

$70 / mo

Performance comparison

Nano Banana Pro (Gemini 3 Pro Image)

Not listed

Qwen3.8 2.4T A95B

39.9

Overview

Overview	Nano Banana Pro (Gemini 3 Pro Image)	Qwen3.8 2.4T A95B
Provider	Google	Qwen
Released	Not listed	2026-08-12
Status	Active	Active
Input formats	imagetext	text
Output formats	imagetext	text

Provider

Nano Banana Pro (Gemini 3 Pro Image): Google
Qwen3.8 2.4T A95B: Qwen

Released

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: 2026-08-12

Status

Nano Banana Pro (Gemini 3 Pro Image): Active
Qwen3.8 2.4T A95B: Active

Input formats

Nano Banana Pro (Gemini 3 Pro Image): imagetext
Qwen3.8 2.4T A95B: text

Output formats

Nano Banana Pro (Gemini 3 Pro Image): imagetext
Qwen3.8 2.4T A95B: text

Pricing & capacity

Pricing & capacity	Nano Banana Pro (Gemini 3 Pro Image)	Qwen3.8 2.4T A95B
Input / 1M tokens	$2.00	$2.00
Output / 1M tokens	$12	$6.00
Cached input / 1M	$0.20	$0.25
Monthly cost	$100	$70
Context window	131K	1M
Maximum output	33K	131K

Input / 1M tokens

Nano Banana Pro (Gemini 3 Pro Image): $2.00
Qwen3.8 2.4T A95B: $2.00

Output / 1M tokens

Nano Banana Pro (Gemini 3 Pro Image): $12
Qwen3.8 2.4T A95B: $6.00

Cached input / 1M

Nano Banana Pro (Gemini 3 Pro Image): $0.20
Qwen3.8 2.4T A95B: $0.25

Monthly cost

Nano Banana Pro (Gemini 3 Pro Image): $100
Qwen3.8 2.4T A95B: $70

Context window

Nano Banana Pro (Gemini 3 Pro Image): 131K
Qwen3.8 2.4T A95B: 1M

Maximum output

Nano Banana Pro (Gemini 3 Pro Image): 33K
Qwen3.8 2.4T A95B: 131K

Benchmarks & performance

Benchmarks & performance	Nano Banana Pro (Gemini 3 Pro Image)	Qwen3.8 2.4T A95B
Arena Elo	1,211	Not listed
MMLU-Pro	75.4%	Not listed
Intelligence Index	Not listed	39.9
GPQA	Not listed	93.5%
Humanity’s Last Exam	Not listed	42.4%
SciCode	Not listed	54.1%
Output speed	Not listed	38 tokens/s
Time to first token	Not listed	2.75 s
DesignArena rating	Not listed	Not listed
DesignArena win rate	Not listed	Not listed

Arena Elo

Nano Banana Pro (Gemini 3 Pro Image): 1,211
Qwen3.8 2.4T A95B: Not listed

MMLU-Pro

Nano Banana Pro (Gemini 3 Pro Image): 75.4%
Qwen3.8 2.4T A95B: Not listed

Intelligence Index

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: 39.9

GPQA

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: 93.5%

Humanity’s Last Exam

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: 42.4%

SciCode

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: 54.1%

Output speed

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: 38 tokens/s

Time to first token

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: 2.75 s

DesignArena rating

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: Not listed

DesignArena win rate

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: Not listed

Tools & features

Tools & features	Nano Banana Pro (Gemini 3 Pro Image)	Qwen3.8 2.4T A95B
Function calling	Supported	Supported
Structured outputs	Supported	Supported
JSON mode	Supported	Supported
Reasoning	Supported	Supported
Built-in web search	Not listed	Not listed
Log probabilities	Not listed	Supported
Deterministic seed	Supported	Supported
Parallel tool calls	Not listed	Not listed
Prompt caching	Supported	Supported

Function calling

Nano Banana Pro (Gemini 3 Pro Image): Supported
Qwen3.8 2.4T A95B: Supported

Structured outputs

Nano Banana Pro (Gemini 3 Pro Image): Supported
Qwen3.8 2.4T A95B: Supported

JSON mode

Nano Banana Pro (Gemini 3 Pro Image): Supported
Qwen3.8 2.4T A95B: Supported

Reasoning

Nano Banana Pro (Gemini 3 Pro Image): Supported
Qwen3.8 2.4T A95B: Supported

Built-in web search

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: Not listed

Log probabilities

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: Supported

Deterministic seed

Nano Banana Pro (Gemini 3 Pro Image): Supported
Qwen3.8 2.4T A95B: Supported

Parallel tool calls

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: Not listed

Prompt caching

Nano Banana Pro (Gemini 3 Pro Image): Supported
Qwen3.8 2.4T A95B: Supported

API & availability

API & availability	Nano Banana Pro (Gemini 3 Pro Image)	Qwen3.8 2.4T A95B
API identifier	`gemini-3-pro-image`	`qwen3.8-2.4t-a95b`
API providers	Google AI Studio, Google	Not listed
Knowledge cutoff	Not listed	Not listed
Prices checked	Oct 8, 2026	Oct 8, 2026

API identifier

Nano Banana Pro (Gemini 3 Pro Image): gemini-3-pro-image
Qwen3.8 2.4T A95B: qwen3.8-2.4t-a95b

API providers

Nano Banana Pro (Gemini 3 Pro Image): Google AI Studio, Google
Qwen3.8 2.4T A95B: Not listed

Knowledge cutoff

Nano Banana Pro (Gemini 3 Pro Image): Not listed
Qwen3.8 2.4T A95B: Not listed

Prices checked

Nano Banana Pro (Gemini 3 Pro Image): Oct 8, 2026
Qwen3.8 2.4T A95B: Oct 8, 2026

About the models