Model Comparison
Claude Fable 5.2 vs Kimi K3.1 Pro
Claude Fable 5.2 (xhigh) leads Kimi K3.1 Pro (max) by 523 Elo, and their 95% ranges sit 441 Elo apart. Even Claude Fable 5.2's lowest-rated configuration, Claude Fable 5.2 (low), ranks above Kimi K3.1 Pro (max). Among 87 models, each ranked by its best configuration, Claude Fable 5.2 is #2 and Kimi K3.1 Pro is #9. Cost per script: $2.22 for Claude Fable 5.2 (xhigh) and $0.251 for Kimi K3.1 Pro (max).
Last updated , from board data generated at 17:52 UTC.
Picks and Verdict
PickClaude Fable 5.2
Claude Fable 5.2 (xhigh)
Pick Claude Fable 5.2 (xhigh) for the script you film, since it leads Kimi K3.1 Pro (max) by 523 Elo with separate ranges and wins all ten scripts, at $2.22.
PickKimi K3.1 Pro
Kimi K3.1 Pro (max)
Pick Kimi K3.1 Pro (max) for research-heavy drafts at $0.251 a script, about a fifth of Fable at high, with substance level with Fable's best setting.
Kimi K3.1 Pro matches Claude Fable 5.2 on substance and still loses every script. Ranked by best configuration, Fable is the #2 model of 87 and Kimi K3.1 Pro the #9 model. Claude Fable 5.2 (xhigh), Fable's best setting, leads Kimi K3.1 Pro (max) by 523 Elo, with 95% ranges 441 Elo apart, and even Claude Fable 5.2 (low) sits 265 Elo above Kimi with separate ranges and wins all ten scripts. Kimi only runs at max on this board. Against Fable at high and above, its edges are small: substance at 88.2, level with Fable at xhigh and ahead of max and high, plus a stronger hook and sharper visual cues than Fable at high. Fable wins where it counts most for me, 4.8 points up on Tone & Voice Match and 4.5 on YouTube Best Practices at xhigh. Price is Kimi's other argument: $0.251 and 5.5 minutes a script, against $0.460 and 1.4 minutes for Fable at low, and $2.22 and 7.4 minutes at xhigh. Fable's xhigh adds 162 Elo over high with separate ranges, while max effort costs $5.75 and 19.9 minutes for 27 Elo less. For the script I film, I'd pay for Fable at xhigh. For research-heavy first drafts, Kimi gives you a lot for about a quarter a script.
Disclosure: Claude Fable 5.2 comes from the same lab as one of the four judges, Claude Opus 5.5. The other three sit outside its lab, so it is never scored by its own lab alone (how the panel works). The judge analysis measures how much each judge favors its own lab.
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 Claude Fable 5.2 and Kimi K3.1 Pro, scored on the same 10 scripts by the same four judges.
- 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.
- Each bar describes one configuration. Overlap alone does not establish a tie or decide their order. Comparing these ranges does not directly test the difference between a pair.
- 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).
Shaded rows are the configurations chosen for the metric comparison below.
| Configuration | Writing Elo | 95% Range | Writing Score | Cost / Script | Time / Script | Reasoning Tokens | Configuration Rank |
|---|---|---|---|---|---|---|---|
| Claude Fable 5.2 (xhigh) | 2673 | 2630 to 2717 | 85.6 | $2.22 | 7.4 min | N/A | #3 |
| Claude Fable 5.2 (max effort) | 2646 | 2599 to 2689 | 85.5 | $5.75 | 19.9 min | N/A | #4 |
| Claude Fable 5.2 (high) | 2511 | 2455 to 2555 | 84.8 | $1.22 | 4.0 min | N/A | #5 |
| Claude Fable 5.2 (medium) | 2422 | 2370 to 2469 | 84.3 | $0.561 | 1.8 min | N/A | #11 |
| Claude Fable 5.2 (low) | 2415 | 2370 to 2454 | 84.1 | $0.460 | 1.4 min | N/A | #12 |
| Kimi K3.1 Pro (max) | 2150 | 2104 to 2189 | 82.5 | $0.251 | 5.5 min | 19,487 | #19 |
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. N/A under Reasoning Tokens means the board has no separate reasoning count for that route.
Computed Findings Across Thinking Levels
Each finding is computed from the configurations above. The 95% ranges describe individual configurations; overlap alone establishes neither a tie nor an order for a pair.
- Best Configurations Head to Head. Claude Fable 5.2 (xhigh) leads Kimi K3.1 Pro (max) by 523 Elo, and their 95% ranges do not overlap (2630 to 2717 against 2104 to 2189), which is strong evidence for that order.
- Every Claude Fable 5.2 Configuration Ranks Higher. All five Claude Fable 5.2 configurations rank above Kimi K3.1 Pro (max), the only Kimi K3.1 Pro configuration on the board: even Claude Fable 5.2 (low) at Elo 2415 beats its Elo of 2150. Their 95% ranges do not overlap.
- Same Level Name, Side by Side. At max, the one level name both models use, Claude Fable 5.2 has the higher Writing Elo: 2646 against 2150. Their 95% ranges do not overlap there. Level names come from each provider, so the same name does not promise the same reasoning budget.
- Cheapest Claude Fable 5.2 Configuration Above Kimi K3.1 Pro's Best. The cheapest Claude Fable 5.2 configuration with a higher Writing Elo than Kimi K3.1 Pro (max), at Elo 2150 and $0.251 per script, is Claude Fable 5.2 (low), at Elo 2415 and $0.460 per script. It costs about 1.8 times as much per script.
- Lowest to Highest Thinking Level. Claude Fable 5.2 moves +231 Elo from low to max effort, at about 13 times the cost per script.
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
Claude Fable 5.2 (xhigh) scores higher on eight of the nine metrics, and the other one is a tie. Weighted by each metric's share of the Writing Score, Tone & Voice Match does the most to put Claude Fable 5.2 (xhigh) ahead, with a 4.8-point lead on that metric. The weight beside each metric is its share of the Writing Score.
Consistency Across Drafts
| Claude Fable 5.2 (xhigh) | Kimi K3.1 Pro (max) | |
|---|---|---|
| Score spread across drafts (±) | 1.44 | 1.65 |
| Lowest script score | 83.6 Script 10 | 80.4 Script 7 |
| Highest script score | 88.0 Script 9 | 85.5 Script 9 |
| Range across scripts | 4.4 | 5.1 |
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 Claude Fable 5.2 (xhigh) minus Kimi K3.1 Pro (max), and the higher score is in bold.
| Script | Claude Fable 5.2 (xhigh) | Kimi K3.1 Pro (max) | Gap |
|---|---|---|---|
| Script 1 opinion / warning explainer | 83.7 | 81.3 | +2.4 |
| Script 2 news-analysis / skeptical explainer | 85.4 | 83.2 | +2.2 |
| Script 3 personal roadmap / opinion | 85.5 | 81.9 | +3.6 |
| Script 4 short explainer | 85.4 | 82.0 | +3.4 |
| Script 5 news-analysis / opinion explainer | 86.1 | 84.2 | +1.9 |
| Script 6 founder announcement / personal origin story | 85.9 | 83.0 | +2.9 |
| Script 7 personal technical walkthrough / agentic workflow case study | 87.3 | 80.4 | +6.9 |
| Script 8 product release announcement / personal observation | 85.1 | 82.1 | +3.0 |
| Script 9 career guide / hiring analysis | 88.0 | 85.5 | +2.5 |
| Script 10 engineering process walkthrough / presentation adaptation | 83.6 | 81.3 | +2.3 |
Scorecards and Thinking Pages
Each configuration name in the table above opens its own scorecard.
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.
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