Claude Opus 4.7 vs
GPT-4o

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.

A
Model type
Proprietary
Evidence state
Supported evidence
Published context
1,000,000
VS
O

OpenAI

GPT-4o

Model type
Proprietary
Evidence state
Supported evidence
Published context
128,000

Key implications

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

  1. On Overall, Claude Opus 4.7 has a higher supported BenchLM score (72.33 vs 41.11).
  2. Input API price: GPT-4o has the lower verified rate ($2.5 / 1M tokens vs $5 / 1M tokens).
  3. Output API price: GPT-4o has the lower verified rate ($10 / 1M tokens vs $25 / 1M tokens).
  4. Context window: Claude Opus 4.7 has the larger published context window (1,000,000 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

  • AgenticClaude Opus 4.7: 58.5 · GPT-4o: Unavailable
  • CodingClaude Opus 4.7: 68.72 · GPT-4o: Unavailable
  • KnowledgeClaude Opus 4.7: 63.9 · GPT-4o: Unavailable
  • MathClaude Opus 4.7: 61.8 · GPT-4o: 25.4
  • OverallClaude Opus 4.7: 72.33 · GPT-4o: 41.11

Source metrics

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

Source metric comparison
MetricUnitClaude Opus 4.7GPT-4o
Agenticscore58.5Unavailable
Codingscore68.72Unavailable
Knowledgescore63.9Unavailable
Mathscore61.825.4
Overallscore72.3341.11

Agentic

Unit
score
Claude Opus 4.7
58.5
GPT-4o
Unavailable

Coding

Unit
score
Claude Opus 4.7
68.72
GPT-4o
Unavailable

Knowledge

Unit
score
Claude Opus 4.7
63.9
GPT-4o
Unavailable

Math

Unit
score
Claude Opus 4.7
61.8
GPT-4o
25.4

Overall

Unit
score
Claude Opus 4.7
72.33
GPT-4o
41.11

Pricing and context

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

Route pricing and context comparison
FieldUnitClaude Opus 4.7GPT-4o
Input API priceUSD / 1M tokens$5$2.5
Output API priceUSD / 1M tokens$25$10
Route contexttokens1,000,000128,000
Input modalitiespublished listNot verifiedNot verified
Output modalitiespublished listNot verifiedNot verified

Input API price

Unit
USD / 1M tokens
Claude Opus 4.7
$5
GPT-4o
$2.5

Output API price

Unit
USD / 1M tokens
Claude Opus 4.7
$25
GPT-4o
$10

Route context

Unit
tokens
Claude Opus 4.7
1,000,000
GPT-4o
128,000

Input modalities

Unit
published list
Claude Opus 4.7
Not verified
GPT-4o
Not verified

Output modalities

Unit
published list
Claude Opus 4.7
Not verified
GPT-4o
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 Opus 4.7 — source benchlm · artifact models · model claude-opus-4-7
  • GPT-4o — source benchlm · artifact models · model gpt-4o
Selected price routes
  • Claude Opus 4.7 — route benchlm:claude-opus-4-7 · source benchlm · provider anthropic
  • GPT-4o — route benchlm:gpt-4o · source benchlm · provider openai

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