Anthropic · proprietary · writing benchmark
Claude Opus 5 (max effort) sits at #1 of 130 on ToneBench, the very top of the board, with a writing Elo of 2649 and an overall score of 90.8 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.
Inside Anthropic, this is the strongest writer we tested. It edges out the other 20 Anthropic configs on the board, so if you're staying in this family for voice work, this is the one to reach for.
Among proprietary models, it comes in 1st 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 ± 1.3 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 Tone & Voice: it ranks 1st on that dimension at 91.2, well above the board average. Its softer spot is Length Discipline (89.7, 20th), which is the thing to watch if that metric matters most for your use.
It held steady across all 9 scripts, with its best run on the news-analysis / skeptical explainer (92.0). Consistency like that is underrated, honestly, since it means fewer surprises when you actually put it to work.
On cost, it runs about $0.12/task. For that money it beats 14 models that cost noticeably more.
If you're tuning reasoning effort, we also tested Claude Opus 5 at other settings. None of them beat this config; the closest is Claude Opus 5 (xhigh) (Elo 2568), so the only question is how much quality you want to trade for cost or speed.
The shape is the story: the further a corner reaches, the stronger that dimension. Biggest edge over the board: Length Discipline (+22.6); smallest edge: Anti-Slop (+10.6).
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 5 (max effort) varies by ± 1.3 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 ? | 91.2 ± 1.0 | ± 2.2 | steadier than most |
| Writing Craft ? | 91.1 ± 0.9 | ± 2.0 | steadier than most |
| Substance & Value ? | 90.6 ± 1.4 | ± 2.6 | steadier than most |
| Flow & Emotion ? | 90.4 ± 1.1 | ± 2.6 | steadier than most |
| YouTube Structure ? | 89.6 ± 1.7 | ± 3.6 | steadier than most |
| Hook ? | 92.0 ± 1.6 | ± 3.0 | steadier than most |
| Length Discipline ? | 89.7 ± 7.8 | ± 8.6 | typical |
| Anti-Slop ? | 93.3 ± 1.7 | ± 2.6 | typical |
| Visual Cues ? | 89.6 ± 2.3 | ± 4.7 | steadier than most |
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 90.8 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 5.1 points on its overall. The three judges essentially agree on this model. How the panel works: methodology.
claude-opus-5 at reasoning_effort: maxOn ToneBench it ranks #1 of 130 with a writing Elo of 2649 and an overall score of 90.8/100. 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.
Yes. Among the Anthropic configs we tested, Claude Opus 5 (max effort) is the strongest writer on the board.
It costs about $0.12/task. Nothing meaningfully cheaper outscores it, which puts it on the value side of the board.
Its strongest dimension is Tone & Voice (1st on the board, 91.2). Its weakest is Length Discipline (20th on the board, 89.7). The full nine-metric breakdown is on this page.
It was fairly even across all 9 scripts, topping out on the news-analysis / skeptical explainer (92.0).
We run every script 5 times. Claude Opus 5 (max effort)'s overall score varies by about ±1.3 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-5 at reasoning_effort max, 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 1st of 83 for writing.