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Use shared tests, visible gaps, and close-call warnings before turning a benchmark lead into a public claim.
Selected models · 1
Shared benchmarks · 47
Current leader · Gemini 3 Flash
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Current frameBest for this use caseCoding copilot · All public sources
What should win?
Preset

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1 / 6 models
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Gemini 3 Flash
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Compare · Coding copilot · best for this use case

Gemini 3 Flash leads this compare set for coding copilot.

Gemini 3 Flashno clear runner-up
Thin verified coverage

The current preset is supported by visible benchmark evidence.

Shared tests
47
Close calls
0
Sources
All public
Open evidence pageInspect disagreement
Decision detail

Read this page as a workspace for choosing between top models, not as a universal crown. The current frame is Coding copilot under best for this use case.

Why the leader is ahead
Chat / text · Multilingual
Where the evidence is thin
0 close-call benchmarks and 67 missing missing leader rows keep this from reading as settled.
What to do next
Inspect decisive benchmarks first, then open the disagreement page or head-to-head pages if the top line still feels too narrow.
Open evidence pageInspect benchmark disagreement
47 of 114 benchmarks
Text Arena
AR · rating
Text · Chat / text
1,47395.7%
exact aliasverified runtime
Row details
Raw value
1,473
Percentile
95.7%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
gemini-3-flash
Source row
n/a
Code Arena
AR · rating
Code · Coding
1,43768.5%
exact aliasverified runtime
Row details
Raw value
1,437
Percentile
68.5%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
gemini-3-flash
Source row
n/a
Vision Arena
AR · rating
Vision · Vision understanding
1,27288.1%
exact aliasverified runtime
Row details
Raw value
1,272
Percentile
88.1%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
gemini-3-flash
Source row
n/a
WebDev Arena
AR · rating
Code · Coding
1,43768.5%
exact aliasverified runtime
Row details
Raw value
1,437
Percentile
68.5%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
gemini-3-flash
Source row
n/a
Search Arena
AR · rating
Search · Search / tool use
1,19470%
exact aliasverified runtime
Row details
Raw value
1,194
Percentile
70%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
gemini-3-flash-grounding
Source row
n/a
Document Arena
AR · rating
Document · Document understanding
1,44233.3%
exact aliasverified runtime
Row details
Raw value
1,442
Percentile
33.3%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
gemini-3-flash
Source row
n/a
Intelligence Index
AA · index
Text · Chat / text
2783%
exact aliasverified runtime
Row details
Raw value
27
Percentile
83%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Gemini 3 Flash Preview (Non-reasoning)
Source row
n/a
Time to first token
AA · s
Text · Chat / text
7.60s17.1%
exact aliasverified runtime
Row details
Raw value
7.60s
Percentile
17.1%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Gemini 3 Flash Preview (Reasoning)
Source row
n/a
Output Speed
AA · tokens/s
Text · Chat / text
186.8 tokens/s85.2%
exact aliasverified runtime
Row details
Raw value
186.8 tokens/s
Percentile
85.2%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Gemini 3 Flash Preview (Non-reasoning)
Source row
n/a
Time to first answer token
AA · s
Text · Chat / text
7.60s57.6%
exact aliasverified runtime
Row details
Raw value
7.60s
Percentile
57.6%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Gemini 3 Flash Preview (Reasoning)
Source row
n/a
Blended price
AA · /1M tokens
Text · Chat / text
$1.1 /1M tokens36.2%
exact aliasverified runtime
Row details
Raw value
$1.1 /1M tokens
Percentile
36.2%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Gemini 3 Flash Preview (Non-reasoning)
Source row
n/a
Input price
AA · /1M input tokens
Text · Chat / text
$0.5 /1M input tokens42.8%
exact aliasverified runtime
Row details
Raw value
$0.5 /1M input tokens
Percentile
42.8%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Gemini 3 Flash Preview (Non-reasoning)
Source row
n/a
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Decisive benchmarks

What is doing the visible work

No decisive benchmark
The shared tests are too split or too sparse for a clean separator.
Decision pressure

What changes the winner

Gemini 3 Flash
67 visible benchmark gaps still leave room for the result to move.
Coverage gaps

Where evidence is missing

Gemini 3 Flash
Missing visible evidence on this compare surface
67
Preset interpretation

How this weighting reads the field

The current decision mode is grounded in the Coding copilot preset. This keeps the compare page connected to a visible use case instead of an unspoken “overall winner” claim.

score = 1.45 × coding + 1.05 × reasoning math science + 0.80 × long contextcoverage floor = 55% · recency window = 120 days
Share or publish this compare resultlinks, copy, and advanced framings
Share this report

Share the recommendation with the source data attached.

Use the report for the full source trail, or the card image when the post needs a clean preview.

Model compareGemini 3 Flash leads this compare set for coding copilot.

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.

Report/artifacts/compare?models=gemini-3-flash&mode=best-for-this-use-case&preset=coding-copilot
Card image/api/og?kind=compare&models=gemini-3-flash&mode=best-for-this-use-case&preset=coding-copilot
Public links

Open or copy the stable surfaces

The report is the canonical source page. The card image is the compact preview for embeds, screenshots, and social cards.

Open reportOpen card preview
Copy-ready text

Use the exact public framing

Each copy action keeps the recommendation attached to source data instead of forcing you into a blank composer.

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

Pick the voice before you post

Use the framing variants only when you need them. The report and the public copy actions above should handle most cases.

Neutral analystLead with the recommendation, then attach the reason and warning.Gemini 3 Flash leads this compare set for coding copilot.
ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: Gemini 3 Flash leads this compare set for coding copilot.
Open-model angleBias the framing toward open weights and source transparency.Open-model angle: Model compare · Gemini 3 Flash
Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · Gemini 3 Flash
X composer

Compose a post that keeps the warning attached

The post shell always exposes the recommendation, why, warning, source link, and an optional discussion question.

HeadlineGemini 3 Flash leads this compare set for coding copilot.
WhyThe visible source data changed enough to change the recommendation.
Warning0 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.
Source link/artifacts/compare?models=gemini-3-flash&mode=best-for-this-use-case&preset=coding-copilot
PreviewOver 280
Gemini 3 Flash leads this compare set for coding copilot.
The visible source data changed enough to change the recommendation.
Warning: 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.
Source data: /artifacts/compare?models=gemini-3-flash&mode=best-for-this-use-case&preset=coding-copilot
Open in XOpen card preview
Reading guide

How to read this workspace

Who wins most oftenBenchmarks with one clear percentile leader.Missing evidenceBenchmarks where a top model has no visible score.Decision readA public claim tied to an explicit use case and source filter.