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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 · 9
Current leader · Claude Sonnet 3
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Use case and source filter stay visible up top. Edits, saves, follows, and links stay available without running the page.

Current frameBest for this use caseCoding copilot · All public sources
What should win?
Preset

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1 / 6 models
Workspace utilities

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Claude Sonnet 3
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Recommendation

Claude Sonnet 3 leads this compare set for coding copilot.

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.

Thin verified coverageThe source data is visible, but a direct ranking is blocked by these rules: historical_model
Leader for this use caseClaude Sonnet 3
Closest objectionNo clear runner-up yet
Shared tests9 shared benchmarks · 0 close calls
SourcesAll public sources
Why the leader is ahead
Chat / text · Reasoning / math / science
Where the evidence is thin
0 close-call benchmarks and 31 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
9 of 40 benchmarks
Text Arena
AR · rating
Text · Chat / text
1,218n/a
n/a
Vision Arena
AR · rating
Vision · Vision understanding
1,018n/a
n/a
Coding
LB · %
Code · Coding
26.4%n/a
n/a
Reasoning
LB · %
Text · Reasoning / math / science
44.5%n/a
n/a
Language
LB · %
Text · Chat / text
38.1%n/a
n/a
Instruction following
LB · %
Text · Chat / text
63.6%n/a
n/a
Coding generation
LB · %
Code · Coding
30.8%n/a
n/a
Coding completion
LB · %
Code · Coding
22%n/a
n/a
Intelligence Index
AA · index
Text · Chat / text
10n/a
n/a
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

Claude Sonnet 3
31 visible benchmark gaps still leave room for the result to move.
Coverage gaps

Where evidence is missing

Claude Sonnet 3
Missing visible evidence on this compare surface
31
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 evidence page

Post the claim with the evidence attached.

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

Model compareClaude Sonnet 3 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.

Evidence page/artifacts/compare?models=claude-sonnet-3&mode=best-for-this-use-case&preset=coding-copilot
Card image/api/og?kind=compare&models=claude-sonnet-3&mode=best-for-this-use-case&preset=coding-copilot
Public links

Open or copy the stable surfaces

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

Open evidence pageOpen card preview
Copy-ready text

Use the exact public framing

Each copy action keeps the claim attached to evidence 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 evidence page and the public copy actions above should handle most cases.

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

Compose a post that keeps the warning attached

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

HeadlineClaude Sonnet 3 leads this compare set for coding copilot.
WhyThe visible source data changed enough to change the claim.
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.
Evidence link/artifacts/compare?models=claude-sonnet-3&mode=best-for-this-use-case&preset=coding-copilot
PreviewOver 280
Claude Sonnet 3 leads this compare set for coding copilot.
The visible source data changed enough to change the claim.
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.
Evidence: /artifacts/compare?models=claude-sonnet-3&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.