DeepSeek · open weights · writing benchmark
DeepSeek V4 Pro 0813 (max) sits at #38 of 134 on ToneBench, in the middle of the pack, with a writing Elo of 1848 and an overall score of 84.1 out of 100. We measured it by having it write all 10 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 DeepSeek, this is the strongest writer we tested. It edges out the other 9 DeepSeek configs on the board, so if you're staying in this family for voice work, this is the one to reach for.
Among open-weights models, it comes in 3rd of 49. That is a genuinely strong showing for an open-weights model on a voice-and-tone task, which is usually where the closed frontier still pulls ahead.
Worth knowing before you rely on it: this model is swingy. Its overall score moves ± 6.5 points between runs of the same brief, versus a board median of ± 3.6. A great draft and a mediocre one can come from the identical prompt. The shaded bands on the metric bars below show where that volatility lives.
What it does best is Hook: it ranks 22nd on that dimension at 88.0, well above the board average. Its softer spot is Visual Cues (79.4, 73rd), which is the thing to watch if that metric matters most for your use.
It was uneven across the 10 scripts. Its best run was the founder announcement / personal origin story (88.1) and its weakest was the personal technical walkthrough / agentic workflow case study (75.8), a spread of about 12 points. Worth knowing if your writing skews toward one of those formats.
On cost, it runs about $0.022/task. For that money it beats 36 models that cost noticeably more.
The shape is the story: the further a corner reaches, the stronger that dimension. Biggest edge over the board: Length Discipline (+13.7); smallest edge: Substance & Value (+4.7).
Nine writing dimensions, each scored 0–100 and blended by the editorial weight shown. Rank is against all 134 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 10 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, DeepSeek V4 Pro 0813 (max) varies by ± 6.5 points between runs versus a board median of ± 3.6, so it is swingier than the typical model here, worth knowing if you need repeatable output.
Its most volatile dimension is Substance & Value (± 4.9 vs a board median of ± 2.5): two runs of the same brief can land visibly different substance & value scores.
| Metric | This model | Board median | Verdict |
|---|---|---|---|
| Tone & Voice ? | 85.6 ± 2.4 | ± 2.2 | typical |
| Writing Craft ? | 85.6 ± 3.0 | ± 2.0 | typical |
| Substance & Value ? | 83.4 ± 4.9 | ± 2.5 | swingier than most |
| Flow & Emotion ? | 81.8 ± 5.1 | ± 2.6 | swingier than most |
| YouTube Structure ? | 81.9 ± 6.0 | ± 3.6 | swingier than most |
| Hook ? | 88.0 ± 2.4 | ± 2.9 | typical |
| Length Discipline ? | 81.2 ± 13.9 | ± 8.9 | swingier than most |
| Anti-Slop ? | 88.8 ± 2.6 | ± 2.5 | typical |
| Visual Cues ? | 79.4 ± 6.2 | ± 4.8 | 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 84.1 is the consensus of three family-disjoint judges scoring the same 50 stored drafts blind with the identical rubric. The highest and lowest judge differ by 4.4 points on its overall. The three judges essentially agree on this model. How the panel works: methodology.
deepseek/deepseek-v4-pro-0813 at reasoning_effort: maxOn ToneBench it ranks #38 of 134 with a writing Elo of 1848 and an overall score of 84.1/100. That score comes from writing our 10 real YouTube scripts five times each and scoring every draft blind against our own finished versions across nine writing dimensions.
Yes. Among the DeepSeek configs we tested, DeepSeek V4 Pro 0813 (max) is the strongest writer on the board.
It costs about $0.022/task. Nothing meaningfully cheaper outscores it, which puts it on the value side of the board.
Its strongest dimension is Hook (22nd on the board, 88.0). Its weakest is Visual Cues (73rd on the board, 79.4). The full nine-metric breakdown is on this page.
Yes. Its best of our 10 scripts was the founder announcement / personal origin story (88.1) and its weakest was the personal technical walkthrough / agentic workflow case study (75.8).
We run every script 5 times. DeepSeek V4 Pro 0813 (max)'s overall score varies by about ±6.5 points between runs, versus a board median of ±3.6. That is swingier than typical, so expect more draft-to-draft variation. The full per-metric variability table is on this page.
Via OpenRouter using the exact model/route id deepseek/deepseek-v4-pro-0813 at reasoning_effort max, run on 2026-08-13. 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.
Yes, it is an open-weights model. Among open-weights models it ranks 3rd of 49 for writing.