Model vs model

GPT-6.1 Sol (High) vs Claude Opus 4.7

A debate-ready pair page: current winner, strongest alternative, decisive benchmarks, and the warning that should travel with the claim.

Use case · Coding copilot
Winner · GPT-6.1 Sol (High)
Sources · All public sources

Winner

GPT-6.1 Sol (High)

OpenAI

10benchmarks won

Reasoning / math / science
Chat / text

Versus · Coding copilot

GPT-6.1 Sol (High) leads this compare set for coding copilot.

GPT-6.1 Sol (High)10 of 12 wins

Verified and stable

1 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.

Close calls: 1
Sources: All public

Full compare workspace Disagreement page

83%win share

Challenger

Claude Opus 4.7

Anthropic

2benchmarks won

Professional reasoning
Coding

The cases in full

GPT-6.1 Sol (High) case

Reasoning / math / science
Chat / text

Claude Opus 4.7 case

Professional reasoning
Coding

What changes the outcome

GPT-6.1 Sol (High): 119 visible benchmark gaps still leave room for the result to move.
Claude Opus 4.7: 67 visible benchmark gaps still leave room for the result to move.

Why this result is surprising

1 shared benchmarks are still close, so the winner is narrower than it looks.
Time to first answer token is doing a lot of the visible work in the public narrative.

Why this is not a clean win

1 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.
Claude Opus 4.7 remains the strongest alternative once you change use case, mode, or missing-evidence assumptions.

Open full compare workspace Open evidence page Open disagreement page

Decisive benchmarks

bench

Time to first answer token

Claude Opus 4.7 has the cleanest edge here.

bench

MMMU-Pro

GPT-6.1 Sol (High) has the cleanest edge here.

bench

CritPt

GPT-6.1 Sol (High) has the cleanest edge here.

12 of 132 benchmarks


Time to first answer token AA · s Text · Chat / text	57.61s14.1% exact aliasverified runtime Row details Raw value 57.61s Percentile 14.1% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	25.34s40.1% exact aliasverified runtime Row details Raw value 25.34s Percentile 40.1% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Source row	26% spread
MMMU-Pro AA · % Vision · Vision understanding	84.9%94.2% exact aliasverified runtime Row details Raw value 84.9% Percentile 94.2% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	76.4%71.6% exact aliasverified runtime Row details Raw value 76.4% Percentile 71.6% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	22.6% spread
CritPt AA · % Text · Reasoning / math / science	30%97.1% exact aliasverified runtime Row details Raw value 30% Percentile 97.1% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	5.1%77.9% exact aliasverified runtime Row details Raw value 5.1% Percentile 77.9% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	19.3% spread
Input price AA · /1M input tokens Text · Chat / text	$2 /1M input tokens26.8% exact aliasverified runtime Row details Raw value $2 /1M input tokens Percentile 26.8% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	$5 /1M input tokens9.3% exact aliasverified runtime Row details Raw value $5 /1M input tokens Percentile 9.3% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Source row	17.5% spread
Output Speed AA · tokens/s Text · Chat / text	58.2 tokens/s26.7% exact aliasverified runtime Row details Raw value 58.2 tokens/s Percentile 26.7% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	43.2 tokens/s9.5% exact aliasverified runtime Row details Raw value 43.2 tokens/s Percentile 9.5% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	17.2% spread
Long Context Reasoning AA · % Document · Long context	82.3%94.3% exact aliasverified runtime Row details Raw value 82.3% Percentile 94.3% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	75.7%77.5% exact aliasverified runtime Row details Raw value 75.7% Percentile 77.5% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	16.7% spread
Output price AA · /1M output tokens Text · Chat / text	$10 /1M output tokens23.7% exact aliasverified runtime Row details Raw value $10 /1M output tokens Percentile 23.7% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	$25 /1M output tokens9% exact aliasverified runtime Row details Raw value $25 /1M output tokens Percentile 9% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Source row	14.7% spread
Humanity's Last Exam AA · % Text · Reasoning / math / science	51.4%96.2% exact aliasverified runtime Row details Raw value 51.4% Percentile 96.2% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	33.3%82.6% exact aliasverified runtime Row details Raw value 33.3% Percentile 82.6% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	13.6% spread
Intelligence Index AA · index Text · Chat / text	5097.1% exact aliasverified runtime Row details Raw value 50 Percentile 97.1% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	3185.4% exact aliasverified runtime Row details Raw value 31 Percentile 85.4% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	11.7% spread
AA-Omniscience accuracy AA · % Text · Chat / text	60.8%96.5% exact aliasverified runtime Row details Raw value 60.8% Percentile 96.5% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	44.7%85.8% exact aliasverified runtime Row details Raw value 44.7% Percentile 85.8% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	10.6% spread
Time to first token AA · s Text · Chat / text	57.61s9.8% exact aliasverified runtime Row details Raw value 57.61s Percentile 9.8% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	25.34s17% exact aliasverified runtime Row details Raw value 25.34s Percentile 17% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Adaptive Reasoning, Max Effort) Source row	7.2% spread
AA-Omniscience non-hallucination AA · % Text · Chat / text	50.6%81.2% exact aliasverified runtime Row details Raw value 50.6% Percentile 81.2% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label GPT-6.1 Sol (High) Source row	45.9%76.8% exact aliasverified runtime Row details Raw value 45.9% Percentile 76.8% Last updated recent Eligibility headline eligible Identity provider alias (0.94) Source label Claude Opus 4.7 (Non-reasoning, High Effort) Source row	4.4% spread

1-12 of 12

Page 1 of 1Page size

Time to first answer token

AA · s

Text · Chat / text

57.61s14.1%

exact aliasverified runtime

Row details

Raw value: 57.61s
Percentile: 14.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

25.34s40.1%

exact aliasverified runtime

Row details

Raw value: 25.34s
Percentile: 40.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Adaptive Reasoning, Max Effort)

Source row

26% spread

MMMU-Pro

AA · %

Vision · Vision understanding

84.9%94.2%

exact aliasverified runtime

Row details

Raw value: 84.9%
Percentile: 94.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

76.4%71.6%

exact aliasverified runtime

Row details

Raw value: 76.4%
Percentile: 71.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

22.6% spread

CritPt

AA · %

Text · Reasoning / math / science

30%97.1%

exact aliasverified runtime

Row details

Raw value: 30%
Percentile: 97.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

5.1%77.9%

exact aliasverified runtime

Row details

Raw value: 5.1%
Percentile: 77.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

19.3% spread

Input price

AA · /1M input tokens

Text · Chat / text

$2 /1M input tokens26.8%

exact aliasverified runtime

Row details

Raw value: $2 /1M input tokens
Percentile: 26.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

$5 /1M input tokens9.3%

exact aliasverified runtime

Row details

Raw value: $5 /1M input tokens
Percentile: 9.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Adaptive Reasoning, Max Effort)

Source row

17.5% spread

Output Speed

AA · tokens/s

Text · Chat / text

58.2 tokens/s26.7%

exact aliasverified runtime

Row details

Raw value: 58.2 tokens/s
Percentile: 26.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

43.2 tokens/s9.5%

exact aliasverified runtime

Row details

Raw value: 43.2 tokens/s
Percentile: 9.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

17.2% spread

Long Context Reasoning

AA · %

Document · Long context

82.3%94.3%

exact aliasverified runtime

Row details

Raw value: 82.3%
Percentile: 94.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

75.7%77.5%

exact aliasverified runtime

Row details

Raw value: 75.7%
Percentile: 77.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

16.7% spread

Output price

AA · /1M output tokens

Text · Chat / text

$10 /1M output tokens23.7%

exact aliasverified runtime

Row details

Raw value: $10 /1M output tokens
Percentile: 23.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

$25 /1M output tokens9%

exact aliasverified runtime

Row details

Raw value: $25 /1M output tokens
Percentile: 9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Adaptive Reasoning, Max Effort)

Source row

14.7% spread

Humanity's Last Exam

AA · %

Text · Reasoning / math / science

51.4%96.2%

exact aliasverified runtime

Row details

Raw value: 51.4%
Percentile: 96.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

33.3%82.6%

exact aliasverified runtime

Row details

Raw value: 33.3%
Percentile: 82.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

13.6% spread

Intelligence Index

AA · index

Text · Chat / text

5097.1%

exact aliasverified runtime

Row details

Raw value: 50
Percentile: 97.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

3185.4%

exact aliasverified runtime

Row details

Raw value: 31
Percentile: 85.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

11.7% spread

AA-Omniscience accuracy

AA · %

Text · Chat / text

60.8%96.5%

exact aliasverified runtime

Row details

Raw value: 60.8%
Percentile: 96.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

44.7%85.8%

exact aliasverified runtime

Row details

Raw value: 44.7%
Percentile: 85.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

10.6% spread

Time to first token

AA · s

Text · Chat / text

57.61s9.8%

exact aliasverified runtime

Row details

Raw value: 57.61s
Percentile: 9.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

25.34s17%

exact aliasverified runtime

Row details

Raw value: 25.34s
Percentile: 17%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Adaptive Reasoning, Max Effort)

Source row

7.2% spread

AA-Omniscience non-hallucination

AA · %

Text · Chat / text

50.6%81.2%

exact aliasverified runtime

Row details

Raw value: 50.6%
Percentile: 81.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: GPT-6.1 Sol (High)

Source row

45.9%76.8%

exact aliasverified runtime

Row details

Raw value: 45.9%
Percentile: 76.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)
Source label: Claude Opus 4.7 (Non-reasoning, High Effort)

Source row

4.4% spread

GPT-6.1 Sol (High) vs Claude Opus 4.7

GPT-6.1 Sol (High)

GPT-6.1 Sol (High) leads this compare set for coding copilot.

Claude Opus 4.7

GPT-6.1 Sol (High) case

Claude Opus 4.7 case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks

Loading model comparison.

GPT-6.1 Sol (High) vs Claude Opus 4.7

GPT-6.1 Sol (High)

GPT-6.1 Sol (High) leads this compare set for coding copilot.

Claude Opus 4.7

GPT-6.1 Sol (High) case

Claude Opus 4.7 case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks