DeepSeek · open weights · writing benchmark
DeepSeek V4 Pro 0813 (default) sits at #45 of 134 on ToneBench, in the middle of the pack, with a writing Elo of 1752 and an overall score of 83.3 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.
Within DeepSeek it ranks 3rd of 10. DeepSeek V4 Pro 0813 (max) is the family's top writer here, about 96 Elo ahead, so this config trades some quality for whatever it saves you in cost or speed.
Among open-weights models, it comes in 6th 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.
What it does best is Flow & Emotion: it ranks 42nd on that dimension at 81.4, well above the board average. Its softer spot is Visual Cues (78.8, 77th), 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 (86.8) and its weakest was the personal technical walkthrough / agentic workflow case study (80.9), a spread of about 6 points. Worth knowing if your writing skews toward one of those formats.
On cost, it runs about $0.015/task. DeepSeek V4 Flash 0731 scores higher for less money, at $0.005/task, so on pure value this config is not the frontier. Still, it beats 39 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 (+12.9); smallest edge: Visual Cues (+4.5).
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 (default) varies by ± 2.5 points between runs versus a board median of ± 3.6, so it is noticeably steadier than the typical model here.
| Metric | This model | Board median | Verdict |
|---|---|---|---|
| Tone & Voice ? | 83.5 ± 1.6 | ± 2.2 | typical |
| Writing Craft ? | 84.4 ± 1.8 | ± 2.0 | typical |
| Substance & Value ? | 84.4 ± 2.4 | ± 2.5 | typical |
| Flow & Emotion ? | 81.4 ± 2.0 | ± 2.6 | typical |
| YouTube Structure ? | 81.9 ± 2.4 | ± 3.6 | typical |
| Hook ? | 85.8 ± 1.9 | ± 2.9 | typical |
| Length Discipline ? | 80.5 ± 9.1 | ± 8.9 | typical |
| Anti-Slop ? | 87.8 ± 1.9 | ± 2.5 | typical |
| Visual Cues ? | 78.8 ± 5.5 | ± 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 83.3 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 5.8 points on its overall. The three judges essentially agree on this model. How the panel works: methodology.
deepseek/deepseek-v4-pro-0813 (provider default reasoning)On ToneBench it ranks #45 of 134 with a writing Elo of 1752 and an overall score of 83.3/100. 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.
Not quite. Within DeepSeek it ranks 3rd of 10; DeepSeek V4 Pro 0813 (max) is the family's best writer here.
It costs about $0.015/task. DeepSeek V4 Flash 0731 scores higher for less, so it is not the value pick.
Its strongest dimension is Flow & Emotion (42nd on the board, 81.4). Its weakest is Visual Cues (77th on the board, 78.8). The full nine-metric breakdown is on this page.
Yes. Its best of our 10 scripts was the founder announcement / personal origin story (86.8) and its weakest was the personal technical walkthrough / agentic workflow case study (80.9).
We run every script 5 times. DeepSeek V4 Pro 0813 (default)'s overall score varies by about ±2.5 points between runs, versus a board median of ±3.6. That makes it one of the steadier models we test. The full per-metric variability table is on this page.
Via OpenRouter using the exact model/route id deepseek/deepseek-v4-pro-0813, 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 6th of 49 for writing.