Model vs model

Qwen3 VL 235B A22B (Reasoning) vs A.X-K2

A debate-ready pair page: current winner, strongest alternative, decisive benchmarks, and the warning that should travel with the claim.

Use case · Everyday chatbot
Winner · Qwen3 VL 235B A22B (Reasoning)
Sources · All public sources

Winner

Qwen3 VL 235B A22B (Reasoning)

Qwen

7benchmarks won

Chat / text
Reasoning / math / science

Versus · Everyday chatbot

Qwen3 VL 235B A22B (Reasoning) leads this compare set for everyday chatbot.

Qwen3 VL 235B A22B (Reasoning)7 of 7 wins

Verified and stable

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.

Close calls: 0
Sources: All public

Full compare workspace Disagreement page

100%win share

Challenger

A.X-K2

Unknown

0benchmarks won

Chat / text
Reasoning / math / science

The cases in full

Qwen3 VL 235B A22B (Reasoning) case

Chat / text
Reasoning / math / science

A.X-K2 case

Chat / text
Reasoning / math / science

What changes the outcome

Qwen3 VL 235B A22B (Reasoning): 116 visible benchmark gaps still leave room for the result to move.
A.X-K2: 124 visible benchmark gaps still leave room for the result to move.

Why this result is surprising

The visible shared evidence is more decisive than usual for this compare set.
Very few shared benchmarks are decisively separating these models.

Why this is not a clean win

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.
A.X-K2 remains the strongest alternative once you change use case, mode, or missing-evidence assumptions.

Open full compare workspace Open evidence page Open disagreement page

Advanced framings and X composerNeutral, contrarian, open-model, and skeptical variants

Neutral analystLead with the recommendation, then attach the reason and warning.Qwen3 VL 235B A22B (Reasoning) leads this compare set for everyday chatbot.

ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: Qwen3 VL 235B A22B (Reasoning) leads this compare set for everyday chatbot.

Open-model angleBias the framing toward open weights and source transparency.Open-model angle: Model compare · Qwen3 VL 235B A22B (Reasoning) vs A.X-K2

Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · Qwen3 VL 235B A22B (Reasoning) vs A.X-K2

Decisive benchmarks

7 of 132 benchmarks


Intelligence Index AA · index Text · Chat / text	1357.8% exact aliasverified runtime Row details Raw value 13 Percentile 57.8% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Qwen3 VL 235B A22B (Reasoning) Source row	23n/a exact aliasverified runtimeContext only Row details Raw value 23 Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label A.X-K2 Source row	n/a
GPQA AA · % Text · Reasoning / math / science	77.2%68.6% exact aliasverified runtime Row details Raw value 77.2% Percentile 68.6% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Qwen3 VL 235B A22B (Reasoning) Source row	85.7%n/a exact aliasverified runtimeContext only Row details Raw value 85.7% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label A.X-K2 Source row	n/a
Humanity's Last Exam AA · % Text · Reasoning / math / science	11.9%61.8% exact aliasverified runtime Row details Raw value 11.9% Percentile 61.8% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Qwen3 VL 235B A22B (Reasoning) Source row	29.6%n/a exact aliasverified runtimeContext only Row details Raw value 29.6% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label A.X-K2 Source row	n/a
CritPt AA · % Text · Reasoning / math / science	0%50.1% exact aliasverified runtime Row details Raw value 0% Percentile 50.1% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Qwen3 VL 235B A22B (Reasoning) Source row	8.9%n/a exact aliasverified runtimeContext only Row details Raw value 8.9% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label A.X-K2 Source row	n/a
AA-Omniscience accuracy AA · % Text · Chat / text	20.9%53.2% exact aliasverified runtime Row details Raw value 20.9% Percentile 53.2% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Qwen3 VL 235B A22B (Reasoning) Source row	18.6%n/a exact aliasverified runtimeContext only Row details Raw value 18.6% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label A.X-K2 Source row	n/a
AA-Omniscience non-hallucination AA · % Text · Chat / text	14.8%41.3% exact aliasverified runtime Row details Raw value 14.8% Percentile 41.3% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Qwen3 VL 235B A22B (Reasoning) Source row	67%n/a exact aliasverified runtimeContext only Row details Raw value 67% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label A.X-K2 Source row	n/a
Long Context Reasoning AA · % Document · Long context	63.7%60.4% exact aliasverified runtime Row details Raw value 63.7% Percentile 60.4% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Qwen3 VL 235B A22B (Reasoning) Source row	70%n/a exact aliasverified runtimeContext only Row details Raw value 70% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label A.X-K2 Source row	n/a

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Intelligence Index

AA · index

Text · Chat / text

1357.8%

exact aliasverified runtime

Row details

Raw value: 13
Percentile: 57.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Qwen3 VL 235B A22B (Reasoning)

Source row

23n/a

exact aliasverified runtimeContext only

Row details

Raw value: 23
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: A.X-K2

Source row

n/a

GPQA

AA · %

Text · Reasoning / math / science

77.2%68.6%

exact aliasverified runtime

Row details

Raw value: 77.2%
Percentile: 68.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Qwen3 VL 235B A22B (Reasoning)

Source row

85.7%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 85.7%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: A.X-K2

Source row

n/a

Humanity's Last Exam

AA · %

Text · Reasoning / math / science

11.9%61.8%

exact aliasverified runtime

Row details

Raw value: 11.9%
Percentile: 61.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Qwen3 VL 235B A22B (Reasoning)

Source row

29.6%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 29.6%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: A.X-K2

Source row

n/a

CritPt

AA · %

Text · Reasoning / math / science

0%50.1%

exact aliasverified runtime

Row details

Raw value: 0%
Percentile: 50.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Qwen3 VL 235B A22B (Reasoning)

Source row

8.9%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 8.9%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: A.X-K2

Source row

n/a

AA-Omniscience accuracy

AA · %

Text · Chat / text

20.9%53.2%

exact aliasverified runtime

Row details

Raw value: 20.9%
Percentile: 53.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Qwen3 VL 235B A22B (Reasoning)

Source row

18.6%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 18.6%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: A.X-K2

Source row

n/a

AA-Omniscience non-hallucination

AA · %

Text · Chat / text

14.8%41.3%

exact aliasverified runtime

Row details

Raw value: 14.8%
Percentile: 41.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Qwen3 VL 235B A22B (Reasoning)

Source row

67%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 67%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: A.X-K2

Source row

n/a

Long Context Reasoning

AA · %

Document · Long context

63.7%60.4%

exact aliasverified runtime

Row details

Raw value: 63.7%
Percentile: 60.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Qwen3 VL 235B A22B (Reasoning)

Source row

70%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 70%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: A.X-K2

Source row

n/a

Qwen3 VL 235B A22B (Reasoning) vs A.X-K2

Qwen3 VL 235B A22B (Reasoning)

Qwen3 VL 235B A22B (Reasoning) leads this compare set for everyday chatbot.

A.X-K2

Qwen3 VL 235B A22B (Reasoning) case

A.X-K2 case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks

Loading model comparison.

Qwen3 VL 235B A22B (Reasoning) vs A.X-K2

Qwen3 VL 235B A22B (Reasoning)

Qwen3 VL 235B A22B (Reasoning) leads this compare set for everyday chatbot.

A.X-K2

Qwen3 VL 235B A22B (Reasoning) case

A.X-K2 case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks