Model Comparison
GPT-6 Sol vs Claude Opus 5
Too close to call: the best configurations, GPT-6 Sol (max) and Claude Opus 5 (max effort), are 60 Elo apart, and their 95% ranges overlap. Among 78 models, each ranked by its best configuration, GPT-6 Sol is #4 and Claude Opus 5 is #5. Cost per script: $0.126 for GPT-6 Sol (max) and $0.736 for Claude Opus 5 (max effort).
Last updated , from board data generated at 01:13 UTC.
Picks and Verdict
PickGPT-6 Sol
GPT-6 Sol (max)
Pick GPT-6 Sol (max) for a script the board cannot separate from Claude Opus 5 (max effort), at $0.126 instead of $0.736.
PickClaude Opus 5
Claude Opus 5 (max effort)
Pick Claude Opus 5 (max effort) when you want the steadiest drafts and the stronger YouTube structure, and $0.736 a script is fine.
The board can't split these two, so the bill decides it for me. GPT-6 Sol is the #4 model of 78 and Claude Opus 5 the #5 model, and their best settings, GPT-6 Sol (max) and Claude Opus 5 (max effort), are 60 Elo apart with overlapping 95% ranges. The four settings are mixed together: Sol at max, Opus at max effort, Opus at high, then Sol at medium. The only Sol-against-Opus match-up whose ranges separate is Sol at max against Opus at high. Even GPT-6 Sol (medium), at $0.056 a script, can't be separated from Claude Opus 5 (high), 5 Elo above it. The prices don't mix at all. Every Opus setting costs more than every Sol setting, and Opus at max effort runs $0.736 against $0.126 for Sol at max, with about twice the wait. Opus still writes closer to a YouTube script, with almost three points more on YouTube Best Practices and the most consistent drafts of the four. Sol wins substance and slop by almost three and a half points each. At about a sixth of the price, I'd start with Sol.
Disclosure: GPT-6 Sol and Claude Opus 5 each come from the same lab as one of the judges (GPT-6.1 Sol and Claude Opus 5.5). 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 GPT-6 Sol and Claude Opus 5, 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 |
|---|---|---|---|---|---|---|
| GPT-6 Sol (max) | 2379 | 2335 to 2424 | 83.5 | $0.126 | 2.5 min | #8 |
| Claude Opus 5 (max effort) | 2319 | 2260 to 2361 | 83.3 | $0.736 | 5.5 min | #11 |
| Claude Opus 5 (high) | 2228 | 2180 to 2278 | 82.6 | $0.472 | 3.5 min | #13 |
| GPT-6 Sol (medium) | 2223 | 2180 to 2265 | 82.5 | $0.056 | 0.8 min | #14 |
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. GPT-6 Sol (max) at Elo 2379 (range 2335 to 2424) and Claude Opus 5 (max effort) at Elo 2319 (range 2260 to 2361) have overlapping 95% ranges, so the board cannot separate the two best configurations.
- Lowest Thinking Levels Head to Head. At their lowest thinking levels, Claude Opus 5 (high) at Elo 2228 and $0.472 per script leads GPT-6 Sol (medium) at Elo 2223 and $0.056 per script by 5 Elo. Their 95% ranges overlap, so the board cannot separate them.
- Same Level Name, Side by Side. At max, the one level name both models use, GPT-6 Sol has the higher Writing Elo: 2379 against 2319. Their 95% ranges overlap there. Level names come from each provider, so the same name does not promise the same reasoning budget.
- Cheapest GPT-6 Sol Configuration Above Claude Opus 5's Best. The cheapest GPT-6 Sol configuration with a higher Writing Elo than Claude Opus 5 (max effort), at Elo 2319 and $0.736 per script, is GPT-6 Sol (max), at Elo 2379 and $0.126 per script. Their 95% ranges overlap, so the board cannot separate them. It costs less than the configuration it beats.
- Lowest to Highest Thinking Level. GPT-6 Sol moves +156 Elo from medium to max, at about 2.3 times the cost per script. Claude Opus 5 moves +91 Elo from high to max effort, at about 1.6 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
GPT-6 Sol (max) scores higher on five of the nine metrics and Claude Opus 5 (max effort) on three, with one tie. Weighted by each metric's share of the Writing Score, Substance, Accuracy & Value does the most to put GPT-6 Sol (max) ahead, with a 3.4-point lead on that metric. The weight beside each metric is its share of the Writing Score.
Consistency Across Drafts
| GPT-6 Sol (max) | Claude Opus 5 (max effort) | |
|---|---|---|
| Score spread across drafts (±) | 1.27 | 1.10 |
| Lowest script score | 82.0 Script 10 | 81.9 Script 10 |
| Highest script score | 85.3 Script 9 | 84.5 Script 7 |
| Range across scripts | 3.3 | 2.6 |
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 GPT-6 Sol (max) minus Claude Opus 5 (max effort), and the higher score is in bold.
| Script | GPT-6 Sol (max) | Claude Opus 5 (max effort) | Gap |
|---|---|---|---|
| Script 1 opinion / warning explainer | 83.0 | 83.0 | 0.0 |
| Script 2 news-analysis / skeptical explainer | 83.7 | 83.4 | +0.3 |
| Script 3 personal roadmap / opinion | 84.3 | 83.2 | +1.1 |
| Script 4 short explainer | 83.3 | 83.2 | +0.1 |
| Script 5 news-analysis / opinion explainer | 83.4 | 83.3 | +0.1 |
| Script 6 founder announcement / personal origin story | 84.8 | 83.4 | +1.4 |
| Script 7 personal technical walkthrough / agentic workflow case study | 82.7 | 84.5 | -1.8 |
| Script 8 product release announcement / personal observation | 82.8 | 83.0 | -0.2 |
| Script 9 career guide / hiring analysis | 85.3 | 83.6 | +1.7 |
| Script 10 engineering process walkthrough / presentation adaptation | 82.0 | 81.9 | +0.1 |
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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