Anthropic · proprietary · writing benchmark
Claude Opus 4.7 sits at #28 of 130 on ToneBench, in the middle of the pack, with a writing Elo of 2064 and an overall score of 86.0 out of 100. We measured it by having it write all 9 of our real YouTube scripts, five times each, then scoring every draft blind against our own finished versions. Here is how it shook out.
Within Anthropic it ranks 16th of 21. Claude Opus 5 (max effort) is the family's top writer here, about 585 Elo ahead, so this config trades some quality for whatever it saves you in cost or speed.
Among proprietary models, it comes in 26th of 83. That ranking is against the stronger half of the board: closed models still set the pace on voice fidelity here.
One thing that stands out: it is unusually consistent. Across its 45 drafts the overall score only moves ± 2.0 points run to run, versus a board median of ± 3.8. What you get on the first try is close to what you get every try.
What it does best is Hook: it ranks 18th on that dimension at 88.0, well above the board average. Its softer spot is Visual Cues (83.0, 59th), which is the thing to watch if that metric matters most for your use.
It was uneven across the 9 scripts. Its best run was the news-analysis / skeptical explainer (88.8) and its weakest was the personal roadmap / opinion (83.4), a spread of about 5 points. Worth knowing if your writing skews toward one of those formats.
On cost, it runs about $0.149/task. GPT-5.6 Terra (ultra) scores higher for less money, at $0.065/task, so on pure value this config is not the frontier.
The shape is the story: the further a corner reaches, the stronger that dimension. Biggest edge over the board: Length Discipline (+19.1); smallest edge: Anti-Slop (+7.1).
Nine writing dimensions, each scored 0–100 and blended by the editorial weight shown. Rank is against all 130 current-ranked models. The thick bar is this model; the thin lines above and below are the current field's best model (darker) and average (lighter) on the same scale. The small ± number is its run-to-run variation.
The same 9 real scripts every current-ranked model writes, scored individually. Different formats stress different skills.
Every cell on this page is the mean of 5 independent runs per script; the ± numbers are the run-to-run standard deviation. Overall, Claude Opus 4.7 varies by ± 2.0 points between runs versus a board median of ± 3.8, so it is noticeably steadier than the typical model here.
Its steadiest is Tone & Voice (± 1.0 vs ± 2.2 board median), which you can rely on run after run.
| Metric | This model | Board median | Verdict |
|---|---|---|---|
| Tone & Voice ? | 86.7 ± 1.0 | ± 2.2 | steadier than most |
| Writing Craft ? | 86.8 ± 1.2 | ± 2.0 | typical |
| Substance & Value ? | 86.7 ± 1.4 | ± 2.6 | steadier than most |
| Flow & Emotion ? | 84.8 ± 1.5 | ± 2.6 | steadier than most |
| YouTube Structure ? | 82.3 ± 3.5 | ± 3.6 | typical |
| Hook ? | 88.0 ± 1.9 | ± 3.0 | typical |
| Length Discipline ? | 86.3 ± 4.2 | ± 8.6 | steadier than most |
| Anti-Slop ? | 89.8 ± 2.2 | ± 2.6 | typical |
| Visual Cues ? | 83.0 ± 3.5 | ± 4.7 | typical |
Numbers we log on every run and rarely talk about. None of these affect the writing scores; cost and latency are informational.
The published overall of 86.0 is the consensus of three family-disjoint judges scoring the same 45 stored drafts blind with the identical rubric. The highest and lowest judge differ by 5.0 points on its overall. The three judges essentially agree on this model. How the panel works: methodology.
claude-opus-4-7 (provider default reasoning)On ToneBench it ranks #28 of 130 with a writing Elo of 2064 and an overall score of 86.0/100. That score comes from writing our 9 real YouTube scripts five times each and scoring every draft blind against our own finished versions across nine writing dimensions.
Not quite. Within Anthropic it ranks 16th of 21; Claude Opus 5 (max effort) is the family's best writer here.
It costs about $0.149/task. GPT-5.6 Terra (ultra) scores higher for less, so it is not the value pick.
Its strongest dimension is Hook (18th on the board, 88.0). Its weakest is Visual Cues (59th on the board, 83.0). The full nine-metric breakdown is on this page.
Yes. Its best of our 9 scripts was the news-analysis / skeptical explainer (88.8) and its weakest was the personal roadmap / opinion (83.4).
We run every script 5 times. Claude Opus 4.7's overall score varies by about ±2.0 points between runs, versus a board median of ±3.8. That makes it one of the steadier models we test. The full per-metric variability table is on this page.
Via Claude Code (Anthropic subscription) using the exact model/route id claude-opus-4-7, run on 2026-07-29. 5 runs per script, provider-default sampling, no fine-tuning; every draft scored blind with a fixed rubric by a three-family judge panel. Full details in the 'How we ran it' section and the methodology.
No, it is a proprietary (closed-weights) model. Among proprietary models it ranks 26th of 83 for writing.