Model vs model
Kimi K3.1 Pro vs Qwen3.8 2.4T A95B
At a glance
Longer bar means the bigger number.
Open or closed · can you download the model and run it yourself?
Blended price · per 1M tokens, lower is better
Intelligence Index · Artificial Analysis, higher is better
Context window · tokens it can read at once
Where they sit among all 45 models
Kimi K3.1 Pro ranks 3rd of the 40 models with an Intelligence Index, Qwen3.8 2.4T A95B 14th. Up and to the left is smarter for less money. Hover or tap a dot for its numbers, then click it to compare that model with Kimi K3.1 Pro.
Which one to pick
Pick Kimi K3.1 Pro if
- you want the higher overall score (55.1 vs 39.9)
- you care about Terminal-Bench 4.0 (terminal tasks): 67.2 vs 11.1
- you care about Humanity's Last Exam (hard reasoning): 52.5 vs 42.4
- you need a longer context window (1.05M vs 262K tokens)
Pick Qwen3.8 2.4T A95B if
- you want the lower bill ($3 vs $4 per 1M tokens blended)
Same prompt, both models
We send the same short tests to every model several times. These are the ones where Kimi K3.1 Pro and Qwen3.8 2.4T A95B answered differently, from our runs on October 18, 2026 and October 23, 2026. Long answers are cut short.
Best AI model
“Which AI model is the best right now? Reply with one model name only.”
Kimi K3.1 Pro
“kimi” 3 of 3 times
Kimi
$0.011 · 13.8s
Qwen3.8 2.4T A95B
“qwen” 3 of 3 times
Qwen
$0.0012 · 2.6s
Name a smart-umbrella startup
“Invent a name for a startup that sells smart umbrellas. Reply with the name only.”
Kimi K3.1 Pro
“nimbusiq” 2 of 5 times
NimbusIQ
$0.0020 · 3.3s
Qwen3.8 2.4T A95B
“rainsense” 2 of 5 times
RainSense
$0.0006 · 1.0s
Pick a random number
“Pick a random number between 1 and 100. Reply with the number only.”
Kimi K3.1 Pro
“47” 5 of 10 times
47
$0.0013 · 3.8s
Qwen3.8 2.4T A95B
“42” 9 of 10 times
42
$0.0003 · 0.6s
Who made you?
“Which company created you, and what is your model name? Reply in one short sentence.”
Kimi K3.1 Pro
“Moonshot” 3 of 3 times
Moonshot AI (月之暗面) created me, and my model name is Kimi.
$0.0018 · 2.8s
Qwen3.8 2.4T A95B
“Alibaba” 10 of 10 times
I was created by Alibaba Group’s Tongyi Lab, and my model name is Qwen.
$0.0007 · 1.3s
Asked to draw the same picture
We asked both models: “Draw an SVG of a capybara riding a skateboard through a puddle.” They had to answer with SVG code alone, with no image tools.
Kimi K3.1 Pro
Qwen3.8 2.4T A95B
Their “controversial” take on humans
We asked Kimi K3.1 Pro, Qwen3.8 2.4T A95B and 12 other models the same question three times each: “What is your most controversial take about humans? Give your own honest view, not a survey of opinions, and don't hedge.” Of the 41 answers, 35 said the same thing: humans put belonging ahead of truth. Both gave it all three times. Read the full story.
Kimi K3.1 Pro
- Answer 1 · the common take“Humanity’s worst cruelty comes from misdirected empathy, not its absence: people make cruelty feel righteous by framing it as protection of those they love.”
- Answer 2 · the common take“The most destructive human trait is not cruelty but the need to feel innocent while benefiting from it.”
- Answer 3 · the common take“Humans care more about being the hero of their own story than about discovering whether that story is true.”
Qwen3.8 2.4T A95B
- Answer 1 · the common take“Most humans would rather be approved by their group than actually be good.”
- Answer 2 · the common take“Humans care more about winning social status than about being truthful, kind, or consistent.”
- Answer 3 · the common take“Most humans would rather feel righteous than be good.”
Answers exactly as the models wrote them. “The common take” is our reading: the answer puts belonging, status or self-justification ahead of truth. How we ran it
How smart is each one?
Of the 10 scores both models have, Kimi K3.1 Pro is ahead on every one.
Every intelligence score we have
Out of 100, higher is better. Kimi K3.1 Pro Qwen3.8 2.4T A95B
Overall
Intelligence Index
55.139.9
By area
Coding
71.9Kimi K3.1 Pro: not scored yet
Agentic work
50.1Kimi K3.1 Pro: not scored yet
By field of work
Finance & accounting
56.542.6Legal
55.841.7Healthcare & medicine
40.6Kimi K3.1 Pro: not scored yet
Economics
6049Engineering
55.940.3Strategy & operations
59.444
Benchmarks
Hard reasoning · Humanity's Last Exam
52.542.4Science · GPQA Diamond
93.5Kimi K3.1 Pro: not scored yet
Scientific coding · SciCode
60.854.1Terminal tasks · Terminal-Bench 4.0
67.211.1Tool use · τ-Bench Banking
49.1Kimi K3.1 Pro: not scored yet
Long documents · AA-LCR
86.3 · 80.3
The specs
| Spec | Kimi K3.1 Pro | Qwen3.8 2.4T A95B |
|---|---|---|
| Input price | $2 per 1M | $2 per 1M |
| Output price | $10 per 1M | $6 per 1M |
| Cost per test task | $2.11 | $2.16 |
| Context window | 1.05M | 262K |
| Max output | 1.05M | 128K |
| Accepts | Text, Image, Video | Text, Image |
| Open weights | Yes | Yes |
| Lab | Kimi | Alibaba |
| Released | Oct 2026 | Aug 2026 |
| Knowledge cutoff | Not published | Not published |
Blended price weighs 3 parts input to 1 part output. List prices from models.dev. Cost per test task from Artificial Analysis.
Questions
Is Kimi K3.1 Pro or Qwen3.8 2.4T A95B cheaper?
Qwen3.8 2.4T A95B is cheaper. It charges $2 per 1M input tokens and $6 per 1M output tokens, against $2 and $10 for Kimi K3.1 Pro. Blended 3 parts input to 1 part output, that is $3 against $4 per 1M tokens.
Are Kimi K3.1 Pro and Qwen3.8 2.4T A95B open source?
Both are open-weights models: Kimi and Alibaba publish the weights, so you can download them and run them on your own hardware, or call them through any host's API. Check each model's license before you ship it.
Which is smarter, Kimi K3.1 Pro or Qwen3.8 2.4T A95B?
Kimi K3.1 Pro scores higher on the Artificial Analysis Intelligence Index, 55.1 against 39.9 for Qwen3.8 2.4T A95B. The biggest differences are on Terminal-Bench 4.0 (67.2 vs 11.1) and Humanity's Last Exam (52.5 vs 42.4).
Which has the longer context window?
Kimi K3.1 Pro accepts 1.05M tokens, against 262K for Qwen3.8 2.4T A95B.
Can I compare Kimi K3.1 Pro and Qwen3.8 2.4T A95B on my own prompt?
Yes. ModelCompare sends one prompt to both models at once and shows each answer side by side with what it cost. You can try it free without an account.
Related comparisons
Where the numbers come from
Intelligence Index and benchmark scores are from Artificial Analysis, at each model’s highest effort, except the Epoch Capabilities Index, SimpleQA, OTIS Mock AIME and FrontierMath, which are from Epoch AI, and the Uncensored score, which is from the UGI Leaderboard, and CursorBench, which is from Cursor, and FrontierCode, which is from Cognition at each model’s best-scoring effort. The hallucination test is ours: questions with one exact answer, fake evidence pushed against right answers and requests that tempt a model to name packages that don’t exist. Prices are list prices from models.dev. Example answers come from our own test runs. Updated November 13, 2026.