Claude Opus 4.7 (Adaptive) vs
Claude Opus 4.8

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.

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

Key implications

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

No decision-relevant implication can be verified for this pair yet.

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 (Adaptive): 63.6 · Claude Opus 4.8: 61.78
  • CodingClaude Opus 4.7 (Adaptive): 65.35 · Claude Opus 4.8: 71.98
  • KnowledgeClaude Opus 4.7 (Adaptive): 81.8 · Claude Opus 4.8: 86.8
  • MathClaude Opus 4.7 (Adaptive): Unavailable · Claude Opus 4.8: 66.8
  • MultimodalGroundedClaude Opus 4.7 (Adaptive): 46 · Claude Opus 4.8: 85.4
  • ReasoningClaude Opus 4.7 (Adaptive): 71.4 · Claude Opus 4.8: 68.3
  • OverallClaude Opus 4.7 (Adaptive): 72.58 · Claude Opus 4.8: 76.6

Source metrics

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

Source metric comparison
MetricUnitClaude Opus 4.7 (Adaptive)Claude Opus 4.8
Agenticscore63.661.78
Codingscore65.3571.98
Knowledgescore81.886.8
MathscoreUnavailable66.8
MultimodalGroundedscore4685.4
Reasoningscore71.468.3
Overallscore72.5876.6

Agentic

Unit
score
Claude Opus 4.7 (Adaptive)
63.6
Claude Opus 4.8
61.78

Coding

Unit
score
Claude Opus 4.7 (Adaptive)
65.35
Claude Opus 4.8
71.98

Knowledge

Unit
score
Claude Opus 4.7 (Adaptive)
81.8
Claude Opus 4.8
86.8

Math

Unit
score
Claude Opus 4.7 (Adaptive)
Unavailable
Claude Opus 4.8
66.8

MultimodalGrounded

Unit
score
Claude Opus 4.7 (Adaptive)
46
Claude Opus 4.8
85.4

Reasoning

Unit
score
Claude Opus 4.7 (Adaptive)
71.4
Claude Opus 4.8
68.3

Overall

Unit
score
Claude Opus 4.7 (Adaptive)
72.58
Claude Opus 4.8
76.6

Pricing and context

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

Route pricing and context comparison
FieldUnitClaude Opus 4.7 (Adaptive)Claude Opus 4.8
Input API priceUSD / 1M tokens$5$5
Output API priceUSD / 1M tokens$25$25
Route contexttokens1,000,0001,000,000
Input modalitiespublished listNot verifiedNot verified
Output modalitiespublished listNot verifiedNot verified

Input API price

Unit
USD / 1M tokens
Claude Opus 4.7 (Adaptive)
$5
Claude Opus 4.8
$5

Output API price

Unit
USD / 1M tokens
Claude Opus 4.7 (Adaptive)
$25
Claude Opus 4.8
$25

Route context

Unit
tokens
Claude Opus 4.7 (Adaptive)
1,000,000
Claude Opus 4.8
1,000,000

Input modalities

Unit
published list
Claude Opus 4.7 (Adaptive)
Not verified
Claude Opus 4.8
Not verified

Output modalities

Unit
published list
Claude Opus 4.7 (Adaptive)
Not verified
Claude Opus 4.8
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 (Adaptive) — source benchlm · artifact models · model claude-opus-4-7-max
  • Claude Opus 4.8 — source benchlm · artifact models · model claude-opus-4-8
Selected price routes
  • Claude Opus 4.7 (Adaptive) — route benchlm:claude-opus-4-7-max · source benchlm · provider anthropic
  • Claude Opus 4.8 — route benchlm:claude-opus-4-8 · source benchlm · provider anthropic

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