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Model comparison · Updated 1 Sep 2026

Gemini 3.1 Pro Preview vs Qwen3.8 2.4T A95B

Gemini 3.1 Pro Preview and Qwen3.8 2.4T A95B cost the same on input, $2.00 per 1M tokens. Both have a 1.05M-token context window. For a support chatbot at 10,000 chats a day, the standard-tier bill is about $1,980 a month for Gemini 3.1 Pro Preview and $1,440 for Qwen3.8 2.4T A95B.

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ModelsAtlas. “Gemini 3.1 Pro Preview vs Qwen3.8 2.4T A95B”. Retrieved 1 Sep 2026. https://modelsatlas.com/compare/google/gemini-3-1-pro-preview/vs/qwen/3-8-2-4t-a95b

Model A

Gemini 3.1 Pro Preview

by Google · weights not marked open · GRIDE5

Input / 1M
$2.00
observed We measured
Source
Our catalogue
Retrieved
17 Aug 2026
Output / 1M$12.00
Context1.05M
vs

Model B

Qwen3.8 2.4T A95B

by Qwen (Alibaba) · weights not marked open · GRIDE5

Input / 1M
$2.00
observed We measured
Source
Our catalogue
Retrieved
17 Aug 2026
Output / 1M$6.00
Context1.05M

Key numbers

Standard tier · highlighted = better

Gemini 3.1 Pro Preview
Qwen3.8 2.4T A95B
Input / 1M tokens
$2.00
$2.00
Output / 1M tokens
$12.00
$6.00
Batch input / output
$1.00 / $6.00
Not listed
Context window
1,048,576
1,048,576
Input types
Not disclosed
Not disclosed
Weights
Not marked open
Not marked open
Tiers listed
batch, standard
standard
Prices checked
2026-08-17
2026-09-01

What it costs for real workloads

Monthly, standard tier, 30 days

Support chatbot10k chats/day · 1.5k in, 300 out
$1,980/mo
$1,440/mo
RAG over documents2k queries/day · 12k in, 500 out
$1,800/mo
$1,620/mo
Coding agent300 tasks/day · 60k in, 8k out
$1,944/mo
$1,512/mo

Gemini 3.1 Pro Preview   Qwen3.8 2.4T A95B · Derived from the standard-tier prices above, input and output tokens per request as stated, 30 days. Excludes caching discounts and batch. Try your own numbers.

On the atlas

Price band (A–H) × context band (1–6)

Same square. Gemini 3.1 Pro Preview and Qwen3.8 2.4T A95B share E5.

Same square as Gemini 3.1 Pro Preview: Gemini 2.5 Pro Preview 06-05 ($1.25), Grok 4.3 ($1.25), Muse Spark 1.1 ($1.25). Open E5

AFreeB<$0.10C$0.10–0.30D$0.30–1E$1–3F$3–10G$10–30H$30+1<32K232–128K3128–256K4256K–1M51M6>1MINPUT PRICE PER 1M TOKENS →CONTEXT WINDOW ↑ · position within a square follows the real valueClaude Sonnet 5 · E5Claude Sonnet 5.5 · E5Gemini 3.1 Pro Preview Custom Tools · E5GPT-4.1 · E5Gemini 3.5 Flash · E5Gemini 3.1 Pro PreviewGemini 3.1 Pro PreviewQwen3.8 2.4T A95BQwen3.8 2.4T A95B
Gemini 3.1 Pro PreviewQwen3.8 2.4T A95BNearest neighboursOpen weights
View the map as a table (1 squares)
SquarePrice bandContext bandModels
GRIDE5$1–31MGemini 3.1 Pro Preview, Qwen3.8 2.4T A95B, Claude Sonnet 5, Claude Sonnet 5.5, Gemini 3.1 Pro Preview Custom Tools, GPT-4.1, Gemini 3.5 Flash

Capabilities side by side

Only what our records list

Gemini 3.1 Pro Preview
Qwen3.8 2.4T A95B
Vision input
Not disclosed
Not disclosed
Audio input
Not disclosed
Not disclosed
Open weights
Not marked open
Not marked open
Batch tier
Supported
Not listed
Free tier
Not listed
Not listed
Thinking tier
Not listed
Not listed

Neither record lists input types, so we do not claim any.

Which should you choose?

Editorial

Choose Gemini 3.1 Pro Preview if…

  • work can wait: it lists a batch tier and the other does not

Choose Qwen3.8 2.4T A95B if…

  • output dominates your bill: $6.00 per 1M output against $12.00

Each reason is a fact from the tables above. Picking between them is our judgement, and we do not benchmark quality: price and context are what we can measure, so test both on your own prompts before you commit.

Questions

Is Gemini 3.1 Pro Preview better than Qwen3.8 2.4T A95B?
We do not benchmark quality, so we cannot say. On the recorded numbers: Gemini 3.1 Pro Preview and Qwen3.8 2.4T A95B cost the same on input, $2.00 per 1M tokens. Both have a 1.05M-token context window. For a support chatbot at 10,000 chats a day, the standard-tier bill is about $1,980 a month for Gemini 3.1 Pro Preview and $1,440 for Qwen3.8 2.4T A95B. Which is better for you depends on your task; test both on your own prompts.
Which is cheaper, Gemini 3.1 Pro Preview or Qwen3.8 2.4T A95B?
They cost the same on input, $2.00 per 1M tokens. Output is $12.00 for Gemini 3.1 Pro Preview and $6.00 for Qwen3.8 2.4T A95B.
How much does each cost per 1M tokens?
Gemini 3.1 Pro Preview: $2.00 input and $12.00 output. Qwen3.8 2.4T A95B: $2.00 input and $6.00 output. Standard tier, USD.
Which has the larger context window?
Neither: both have 1,048,576 tokens.
Do both offer batch pricing?
Gemini 3.1 Pro Preview lists a batch tier, at 50% of its standard price. Qwen3.8 2.4T A95B lists no batch tier.
Can both read images or audio?
Input types recorded for Gemini 3.1 Pro Preview: none recorded. For Qwen3.8 2.4T A95B: none recorded. Where a record lists none we say so rather than guess; check each vendor's documentation before relying on a capability.
Is either model open-weight?
Gemini 3.1 Pro Preview: not marked open-weight in our records. Qwen3.8 2.4T A95B: not marked open-weight in our records.
What would each cost for a support chatbot?
At 10,000 chats a day, 1,500 input and 300 output tokens each, 30 days, standard tier: about $1,980 a month for Gemini 3.1 Pro Preview and $1,440 for Qwen3.8 2.4T A95B. This is our calculation from the listed prices, not a quote.

About the two models

Gemini 3.1 Pro Preview

By Google. $2.00 input and $12.00 output per 1M tokens, 1.05M context, atlas square E5. Tiers listed: batch, standard.

Full specs & pricing →

Qwen3.8 2.4T A95B

By Qwen (Alibaba). $2.00 input and $6.00 output per 1M tokens, 1.05M context, atlas square E5. Tiers listed: standard.

Full specs & pricing →

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