Model Comparison
Claude Fable 5.1 vs GPT-6 Astra
Claude Fable 5.1 (max effort) leads GPT-6 Astra (max) by 368 Elo, and their 95% ranges sit 290 Elo apart. Even Claude Fable 5.1's lowest-rated configuration, Claude Fable 5.1 (high), ranks above GPT-6 Astra (max). Among 78 models, each ranked by its best configuration, Claude Fable 5.1 is #3 and GPT-6 Astra is #11. Cost per script: $3.56 for Claude Fable 5.1 (max effort) and $1.15 for GPT-6 Astra (max).
Last updated , from board data generated at 01:13 UTC.
Picks and Verdict
PickClaude Fable 5.1
Claude Fable 5.1 (high)
Pick Claude Fable 5.1 (high) for scripts that need my voice on a budget closer to Astra's, since it sits 167 Elo above GPT-6 Astra (max) and finishes in about six minutes for $1.85.
PickGPT-6 Astra
GPT-6 Astra (max)
Pick GPT-6 Astra (max) for accurate drafts that land on length, at $1.15 a script, when you plan to rework the voice yourself.
The rankings say Claude Fable 5.1, the #3 model of 78 against the #11 model, and the metrics say why. Both Fable settings rank above both GPT-6 Astra settings: Claude Fable 5.1 (max effort) leads GPT-6 Astra (max) by 368 Elo, and even Claude Fable 5.1 (high) sits 167 Elo above Astra's best, with separate 95% ranges each time. Fable wins on tone, continuity and YouTube structure, by three to seven points against Astra at max, and tone carries the most weight. Astra's leads are real, though: more substance, a better Slop Score and sharper visual cues, plus a length score level with Fable's best. Price is the trade. Fable at high costs about 1.6 times Astra at max and finishes in about six minutes instead of nine, so that's the setting I'd put against Astra. Max effort adds 201 Elo for about 1.9 times the price of high, with ranges apart, the step I'd take for a script I record. Astra's own ladder pays too, +182 Elo from medium to max. For accurate drafts you'll rewrite for voice anyway, Astra at max is the better buy.
Disclosure: Claude Fable 5.1 and GPT-6 Astra each come from the same lab as one of the judges (Claude Opus 5.5 and GPT-6.1 Sol). Neither is 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 5.1 and GPT-6 Astra, 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.
- 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).
Shaded rows are the configurations chosen for the metric comparison below.
| Configuration | Writing Elo | 95% Range | Writing Score | Cost / Script | Time / Script | Configuration Rank |
|---|---|---|---|---|---|---|
| Claude Fable 5.1 (max effort) | 2553 | 2513 to 2587 | 84.5 | $3.56 | 12.3 min | #4 |
| Claude Fable 5.1 (high) | 2352 | 2302 to 2403 | 83.4 | $1.85 | 6.3 min | #9 |
| GPT-6 Astra (max) | 2185 | 2145 to 2223 | 82.3 | $1.15 | 9.2 min | #21 |
| GPT-6 Astra (medium) | 2003 | 1968 to 2035 | 80.7 | $0.262 | 1.5 min | #32 |
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.
- Best Configurations Head to Head. Claude Fable 5.1 (max effort) leads GPT-6 Astra (max) by 368 Elo, and their 95% ranges do not overlap (2513 to 2587 against 2145 to 2223), which is strong evidence for that order.
- Every Claude Fable 5.1 Configuration Ranks Higher. Both Claude Fable 5.1 configurations rank above both GPT-6 Astra configurations: the lowest-rated, Claude Fable 5.1 (high) at Elo 2352, still beats GPT-6 Astra (max) at Elo 2185. Their 95% ranges do not overlap.
- Lowest Thinking Levels Head to Head. At their lowest thinking levels, Claude Fable 5.1 (high) at Elo 2352 and $1.85 per script leads GPT-6 Astra (medium) at Elo 2003 and $0.262 per script by 349 Elo. Their 95% ranges do not overlap.
- Same Level Name, Side by Side. At max, the one level name both models use, Claude Fable 5.1 has the higher Writing Elo: 2553 against 2185. 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 5.1 Configuration Above GPT-6 Astra's Best. The cheapest Claude Fable 5.1 configuration with a higher Writing Elo than GPT-6 Astra (max), at Elo 2185 and $1.15 per script, is Claude Fable 5.1 (high), at Elo 2352 and $1.85 per script. It costs about 1.6 times as much per script.
- Lowest to Highest Thinking Level. Claude Fable 5.1 moves +201 Elo from high to max effort, at about 1.9 times the cost per script. GPT-6 Astra moves +182 Elo from medium to max, at about 4.4 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 5.1 (max effort) scores higher on four of the nine metrics and GPT-6 Astra (max) on four, with one tie. Weighted by each metric's share of the Writing Score, YouTube Best Practices does the most to put Claude Fable 5.1 (max effort) ahead, with a 7.1-point lead on that metric. The weight beside each metric is its share of the Writing Score.
Consistency Across Drafts
| Claude Fable 5.1 (max effort) | GPT-6 Astra (max) | |
|---|---|---|
| Score spread across drafts (±) | 1.13 | 1.87 |
| Lowest script score | 82.8 Script 10 | 80.6 Script 1 |
| Highest script score | 86.2 Script 9 | 85.8 Script 9 |
| Range across scripts | 3.4 | 5.2 |
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 5.1 (max effort) minus GPT-6 Astra (max), and the higher score is in bold.
| Script | Claude Fable 5.1 (max effort) | GPT-6 Astra (max) | Gap |
|---|---|---|---|
| Script 1 opinion / warning explainer | 83.3 | 80.6 | +2.7 |
| Script 2 news-analysis / skeptical explainer | 83.8 | 82.0 | +1.8 |
| Script 3 personal roadmap / opinion | 84.0 | 84.3 | -0.3 |
| Script 4 short explainer | 85.2 | 82.7 | +2.5 |
| Script 5 news-analysis / opinion explainer | 84.9 | 81.3 | +3.6 |
| Script 6 founder announcement / personal origin story | 85.0 | 83.6 | +1.4 |
| Script 7 personal technical walkthrough / agentic workflow case study | 85.3 | 81.6 | +3.7 |
| Script 8 product release announcement / personal observation | 84.7 | 80.6 | +4.1 |
| Script 9 career guide / hiring analysis | 86.2 | 85.8 | +0.4 |
| Script 10 engineering process walkthrough / presentation adaptation | 82.8 | 80.7 | +2.1 |
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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