Claude 3.5 Sonnet vs
Grok 4

Read the published evidence, route context, and missing facts before making a local decision. This page does not name a universal winner.

Models in this comparison

Provider identity and evidence state stay balanced across the pair.

Model type
Proprietary
Evidence state
Estimated evidence
Published context
200,000
VS
X
Model type
Proprietary
Evidence state
Supported evidence
Published context
128,000

Key implications

Insufficient shared-metric coverage. Each finding is tied to a published metric, price, context, or modality fact.

  1. Context window: Claude 3.5 Sonnet has the larger published context window (200,000 tokens vs 128,000 tokens).

Shared metric view

A radar is shown only when at least four compatible supported score metrics are published.

Comparable metric detail

  • MathClaude 3.5 Sonnet: 25.7 · Grok 4: 38.6
  • OverallClaude 3.5 Sonnet: 48.38 · Grok 4: 59.84

Source metrics

Friendly metric names and published units stay visible. Missing measurements remain unavailable rather than becoming a score.

Source metric comparison
MetricUnitClaude 3.5 SonnetGrok 4
Mathscore25.738.6
Overallscore48.3859.84

Math

Unit
score
Claude 3.5 Sonnet
25.7
Grok 4
38.6

Overall

Unit
score
Claude 3.5 Sonnet
48.38
Grok 4
59.84

Pricing and context

Verification is shown beside each selected route. Missing facts remain Not verified.

Route pricing and context comparison
FieldUnitClaude 3.5 SonnetGrok 4
Input API priceUSD / 1M tokens$3Not verified
Output API priceUSD / 1M tokens$15Not verified
Route contexttokens200,000Not verified
Input modalitiespublished listNot verifiedNot verified
Output modalitiespublished listNot verifiedNot verified

Input API price

Unit
USD / 1M tokens
Claude 3.5 Sonnet
$3
Grok 4
Not verified

Output API price

Unit
USD / 1M tokens
Claude 3.5 Sonnet
$15
Grok 4
Not verified

Route context

Unit
tokens
Claude 3.5 Sonnet
200,000
Grok 4
Not verified

Input modalities

Unit
published list
Claude 3.5 Sonnet
Not verified
Grok 4
Not verified

Output modalities

Unit
published list
Claude 3.5 Sonnet
Not verified
Grok 4
Not verified

Evidence provenance

Source records, route identity, timestamps, and methodology are consolidated here without declaring either model a winner.

Publication time
Aug 30, 2026, 2:15 AM UTC
Freshness
Stale — Published weekly benchmark evidence has not refreshed within 8 days.
Methodology
benchlm: benchlm_raw_composite
Model records
  • Claude 3.5 Sonnet — source benchlm · artifact models · model claude-3-5-sonnet
  • Grok 4 — source benchlm · artifact models · model grok-4
Selected price routes
  • Claude 3.5 Sonnet — route benchlm:claude-3-5-sonnet · source benchlm · provider anthropic
  • Grok 4 — Not published

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