Towards AITowards AIToneBench

Model Comparison

Kimi K3 vs Grok 4.6

Kimi K3 (max) leads Grok 4.6 (high) by 225 Elo, and their 95% ranges sit 135 Elo apart. Among 78 models, each ranked by its best configuration, Kimi K3 is #10 and Grok 4.6 is #19. Cost per script: $0.362 for Kimi K3 (max) and $0.156 for Grok 4.6 (high).

Last updated , from board data generated at 01:13 UTC.

Kimi K3
2203 Writing Elo of Kimi K3 (max), its best configuration#10 of 78 models · 82.2/100 Writing Score · $0.362 per script2 configurations on the board
Grok 4.6
1978 Writing Elo of Grok 4.6 (high), its best configuration#19 of 78 models · 80.3/100 Writing Score · $0.156 per script1 configuration on the board

Picks and Verdict

PickKimi K3

Kimi K3 (max)

Pick Kimi K3 (max) for a final draft, 225 Elo above Grok's only setting with separate ranges, for $0.362 a script.

PickGrok 4.6

Grok 4.6 (high)

Pick Grok 4.6 (high) if you're already set up on Grok, since it matches Kimi K3 (high) on Writing Elo and has this page's best voice and substance scores, at $0.156 a script.

Grok 4.6 (high) has the best voice score on this page, 78.8 on Tone & Voice Match, and it still loses clearly at the top. Kimi K3 (max) sits 225 Elo above Grok's only setting, and their 95% ranges don't overlap: by best setting, the #10 model of 78 against the #19 model. Kimi at max also leads on writing craft by almost five points, and on hooks and continuity by three to four. Grok's drafts swing a little more from run to run too. At the one level name both models use, high, the gap is gone. Grok and Kimi K3 (high) both rate 1978 Elo with overlapping ranges, so the board cannot separate them. Kimi at high is the cheaper and faster of those two, $0.128 against $0.156, in about half the time. Moving Kimi from high to max is worth it to me, 225 Elo more for nearly three times the price. For the version I publish, I'd run Kimi at max, at $0.362 a script. For drafts, Kimi at high gets you a result the board can't tell apart from Grok's for less.

How to Read the Writing Score, Writing Elo and 95% Ranges

Writing Score and Writing Elo. The Writing Score (0 to 100) is the weighted average of the nine metric scores: seven from the judges, Length Adherence from code and the Slop Score half from each. The Writing Elo is a rating from pairwise comparisons: on each script, each configuration's average across its drafts is compared with every other configuration's, and gaps within the draft-to-draft variation count as draws. Elo rewards winning often, so the two can put configurations in a different order.

Elo ranges. Each 95% range shows how far a configuration's Elo could move if the drafts had come out slightly differently. It comes from resampling every configuration's recorded draft scores on each reference script and ranking again. Comparing two separate ranges does not test the Elo gap between them: ranges far apart are strong evidence for the order, and overlapping ranges do not mean a tie. The reference scripts stay fixed, so the ranges say nothing about new scripts. The methodology page has the full description.

All Thinking Levels of Both Models

Every ranked configuration of Kimi K3 and Grok 4.6, scored on the same 10 scripts by the same four judges.

How to Read the Chart
  • Each row is one configuration: the model at one thinking level. The dot is its Writing Elo, a rating from pairwise comparisons of the scores on each script, and the bar is its 95% range: how far that Elo could move if the drafts had come out slightly differently.
  • When two bars overlap, the board cannot order those two configurations. Bars far apart are strong evidence for the order.
  • The table under the chart lists the same configurations in the same order and adds the Writing Score (the 0 to 100 consensus of the judges and code), cost, time and configuration rank (the place among all configurations on the board).
Kimi K3Grok 4.6
ConfigurationWriting Elo95% RangeWriting ScoreCost / ScriptTime / ScriptReasoning TokensConfiguration Rank
Kimi K3 (max)22032158 to 224382.2$0.3629.9 min18,568#20
Grok 4.6 (high)19781930 to 202380.3$0.1565.2 min18,588#36
Kimi K3 (high)19781936 to 202980.3$0.1282.8 min3,081#37

Cost is one script at the API list price of the route used, uncached and without judging. Time is the average for one accepted script, retries included.

Computed Findings Across Thinking Levels

Each finding is computed from the configurations above. Where two 95% ranges overlap, the board cannot order those two configurations.

Two Chosen Configurations Compared

Pick one configuration of each model to compare their metric scores, consistency across drafts and per-script scores. Each menu starts on the model's best configuration.

Scores by Metric

Kimi K3 (max)Grok 4.6 (high)Solid bar: higher score in that row

Kimi K3 (max) scores higher on seven of the nine metrics and Grok 4.6 (high) on two. Weighted by each metric's share of the Writing Score, Writing Craft & Clarity does the most to put Kimi K3 (max) ahead, with a 4.8-point lead on that metric. The weight beside each metric is its share of the Writing Score.

Tone & Voice Match19% weight
78.7
78.8
Writing Craft & Clarity13% weight
78.8
74.0
Substance, Accuracy & Value15% weight
83.5
85.0
Continuity & Emotion14% weight
82.3
79.0
YouTube Best Practices12% weight
81.2
79.9
Hook Strength10% weight
83.1
79.3
Length Adherence8% weight
94.2
90.7
Slop Score5% weight
83.4
80.9
Visual Cue Quality4% weight
80.0
77.1

Consistency Across Drafts

Kimi K3 (max)Grok 4.6 (high)
Score spread across drafts (±)1.681.82
Lowest script score80.0 Script 1078.5 Script 3
Highest script score83.8 Script 982.8 Script 6
Range across scripts3.84.3

Spread is how much the Writing Score moves between a configuration's drafts, and lower is steadier. Green marks the better number in each row.

Scores by Script

Writing Score on each reference script. Gap is Kimi K3 (max) minus Grok 4.6 (high), and the higher score is in bold.

ScriptKimi K3 (max)Grok 4.6 (high)Gap
Script 1 opinion / warning explainer81.481.6-0.2
Script 2 news-analysis / skeptical explainer82.680.8+1.8
Script 3 personal roadmap / opinion81.878.5+3.3
Script 4 short explainer80.180.2-0.1
Script 5 news-analysis / opinion explainer83.481.1+2.3
Script 6 founder announcement / personal origin story83.282.8+0.4
Script 7 personal technical walkthrough / agentic workflow case study83.679.0+4.6
Script 8 product release announcement / personal observation82.379.7+2.6
Script 9 career guide / hiring analysis83.880.4+3.4
Script 10 engineering process walkthrough / presentation adaptation80.079.1+0.9

Compare With Another Model

Pick a second model. A pair with its own written match-up opens that page, and any other pair opens in the comparison tool.

Nearby Match-Ups by Best Writing Elo

Every configuration wrote five drafts for each of the same 10 briefs, from the same prompt. Generation was closed-book, with the prompt as the only source and no web search or other tools. Each judge scores every draft once: Claude Opus 5.5 at medium effort through the Claude Code subscription, GPT-6.1 Sol at medium reasoning through the Codex CLI, GLM 5.3 Flash through OpenRouter, and Jev 1.13, a typed judge from TypeSafe that answers each metric as a multiple-choice question. The channel's finished script is their reference for the voice, and it gets no score on the board itself.

← All comparisons