Model vs model

Gemini 3 Pro Preview vs Agnes 2.5 Pro Alpha

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 · Gemini 3 Pro Preview
Sources · All public sources

Winner

Gemini 3 Pro Preview

Google

0benchmarks won

Multilingual

Versus · Everyday chatbot

Gemini 3 Pro Preview leads this compare set for everyday chatbot.

Gemini 3 Pro Preview0 of 0 wins

Thin verified coverage

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

0%win share

Challenger

Agnes 2.5 Pro Alpha

Unknown

0benchmarks won

Reasoning / math / science

The cases in full

Gemini 3 Pro Preview case

Multilingual

Agnes 2.5 Pro Alpha case

Reasoning / math / science

What changes the outcome

Gemini 3 Pro Preview: 87 visible benchmark gaps still leave room for the result to move.
Agnes 2.5 Pro Alpha: 121 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.
Agnes 2.5 Pro Alpha 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.Gemini 3 Pro Preview leads this compare set for everyday chatbot.

ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: Gemini 3 Pro Preview leads this compare set for everyday chatbot.

Open-model angleBias the framing toward open weights and source transparency.Open-model angle: Model compare · Gemini 3 Pro Preview vs Agnes 2.5 Pro Alpha

Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · Gemini 3 Pro Preview vs Agnes 2.5 Pro Alpha

Decisive benchmarks

11 of 138 benchmarks


Intelligence Index AA · index Text · Chat / text	34n/a exact aliasverified runtimeContext only Row details Raw value 34 Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (low) Source row	40n/a exact aliasverified runtimeContext only Row details Raw value 40 Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Blended price AA · /1M tokens Text · Chat / text	$4.5 /1M tokensn/a exact aliasverified runtimeContext only Row details Raw value $4.5 /1M tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (high) Source row	$0.6 /1M tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.6 /1M tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Input price AA · /1M input tokens Text · Chat / text	$2 /1M input tokensn/a exact aliasverified runtimeContext only Row details Raw value $2 /1M input tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (high) Source row	$0.5 /1M input tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.5 /1M input tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Output price AA · /1M output tokens Text · Chat / text	$12 /1M output tokensn/a exact aliasverified runtimeContext only Row details Raw value $12 /1M output tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (high) Source row	$0.9 /1M output tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.9 /1M output tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
GPQA AA · % Text · Reasoning / math / science	88.7%n/a exact aliasverified runtimeContext only Row details Raw value 88.7% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (low) Source row	87.6%n/a exact aliasverified runtimeContext only Row details Raw value 87.6% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Humanity's Last Exam AA · % Text · Reasoning / math / science	29.5%n/a exact aliasverified runtimeContext only Row details Raw value 29.5% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (low) Source row	33.6%n/a exact aliasverified runtimeContext only Row details Raw value 33.6% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
CritPt AA · % Text · Reasoning / math / science	0%n/a exact aliasverified runtimeContext only Row details Raw value 0% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (low) Source row	10.9%n/a exact aliasverified runtimeContext only Row details Raw value 10.9% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
SciCode AA · % Code · Coding	49.9%n/a exact aliasverified runtimeContext only Row details Raw value 49.9% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (low) Source row	42.2%n/a exact aliasverified runtimeContext only Row details Raw value 42.2% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
AA-Omniscience accuracy AA · % Text · Chat / text	48.3%n/a exact aliasverified runtimeContext only Row details Raw value 48.3% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (low) Source row	33.5%n/a exact aliasverified runtimeContext only Row details Raw value 33.5% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
AA-Omniscience non-hallucination AA · % Text · Chat / text	8.5%n/a exact aliasverified runtimeContext only Row details Raw value 8.5% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (high) Source row	11.9%n/a exact aliasverified runtimeContext only Row details Raw value 11.9% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Long Context Reasoning AA · % Document · Long context	70.3%n/a exact aliasverified runtimeContext only Row details Raw value 70.3% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Gemini 3 Pro Preview (low) Source row	73%n/a exact aliasverified runtimeContext only Row details Raw value 73% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a

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Gemini 3 Pro Preview vs Agnes 2.5 Pro Alpha

Gemini 3 Pro Preview

Gemini 3 Pro Preview leads this compare set for everyday chatbot.

Agnes 2.5 Pro Alpha

Gemini 3 Pro Preview case

Agnes 2.5 Pro Alpha 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