Model Comparison
GPT-6.1 Sol vs GPT-5.6 Luna
GPT-6.1 Sol (max) leads GPT-5.6 Luna (ultra) by 402 Elo, and their 95% ranges sit 326 Elo apart. Even GPT-6.1 Sol's lowest-rated configuration, GPT-6.1 Sol (medium), ranks above GPT-5.6 Luna (ultra). Among 78 models, each ranked by its best configuration, GPT-6.1 Sol is #9 and GPT-5.6 Luna is #24. Cost per script: $0.239 for GPT-6.1 Sol (max) and $0.026 for GPT-5.6 Luna (ultra).
Last updated , from board data generated at 01:13 UTC.
Picks and Verdict
PickGPT-6.1 Sol
GPT-6.1 Sol (low)
Pick GPT-6.1 Sol (low) as the starting point, since it outranks every GPT-5.6 Luna setting for $0.052 a script.
PickGPT-5.6 Luna
GPT-5.6 Luna (ultra)
Pick GPT-5.6 Luna (ultra), never medium, for bulk drafts where $0.026 a script matters more than voice.
GPT-6.1 Sol wins this at every setting, so the question is how little of it you need. GPT-6.1 Sol is the #9 model of 78 and GPT-5.6 Luna the #24 model, each ranked by its best setting, and GPT-6.1 Sol (max) is far ahead of GPT-5.6 Luna (ultra), with separate 95% ranges. The cheapest Sol setting that beats Luna's best is low, at $0.052 a script: 287 Elo higher, separate ranges, twice the price and about half the time. Higher up, Sol is slow at max, and the board can't separate it from xhigh, which costs a bit less and finishes sooner. Luna gets more out of thinking, 203 Elo from medium to ultra, and it needs it. At medium it misses the target length badly and its drafts swing the most on this page. At ultra, Luna holds the length better than Sol's low, medium and high settings, for $0.026 a script. For anything going on camera, I'd still start with Sol at low.
Disclosure: both models come from the same lab as one of the four judges, GPT-6.1 Sol. The other judges sit outside that lab, so 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-6.1 Sol and GPT-5.6 Luna, 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-6.1 Sol (max) | 2214 | 2184 to 2248 | 82.4 | $0.239 | 10.2 min | #17 |
| GPT-6.1 Sol (xhigh) | 2209 | 2161 to 2256 | 82.4 | $0.199 | 7.8 min | #19 |
| GPT-6.1 Sol (low) | 2099 | 2062 to 2133 | 81.4 | $0.052 | 1.5 min | #24 |
| GPT-6.1 Sol (high) | 2055 | 2018 to 2094 | 81.1 | $0.094 | 3.3 min | #26 |
| GPT-6.1 Sol (medium) | 2033 | 1995 to 2071 | 81.0 | $0.054 | 1.6 min | #29 |
| GPT-5.6 Luna (ultra) | 1812 | 1768 to 1858 | 78.8 | $0.026 | 3.1 min | #49 |
| GPT-5.6 Luna (medium) | 1609 | 1572 to 1647 | 76.7 | $0.0065 | 0.5 min | #66 |
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-6.1 Sol (max) leads GPT-5.6 Luna (ultra) by 402 Elo, and their 95% ranges do not overlap (2184 to 2248 against 1768 to 1858), which is strong evidence for that order.
- Every GPT-6.1 Sol Configuration Ranks Higher. All five GPT-6.1 Sol configurations rank above both GPT-5.6 Luna configurations: the lowest-rated, GPT-6.1 Sol (medium) at Elo 2033, still beats GPT-5.6 Luna (ultra) at Elo 1812. Their 95% ranges do not overlap.
- Lowest Thinking Levels Head to Head. At their lowest thinking levels, GPT-6.1 Sol (low) at Elo 2099 and $0.052 per script leads GPT-5.6 Luna (medium) at Elo 1609 and $0.0065 per script by 490 Elo. Their 95% ranges do not overlap.
- Same Level Name, Side by Side. At medium, the one level name both models use, GPT-6.1 Sol has the higher Writing Elo: 2033 against 1609. 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 Configuration Overlapping the Top One. GPT-6.1 Sol (xhigh), at $0.199 per script, is the cheapest configuration whose 95% range overlaps that of GPT-6.1 Sol (max), at $0.239 per script: 2161 to 2256 against 2184 to 2248, so the board cannot separate them. GPT-6.1 Sol (max) costs about 1.2 times as much per script.
- Cheapest GPT-6.1 Sol Configuration Above GPT-5.6 Luna's Best. The cheapest GPT-6.1 Sol configuration with a higher Writing Elo than GPT-5.6 Luna (ultra), at Elo 1812 and $0.026 per script, is GPT-6.1 Sol (low), at Elo 2099 and $0.052 per script. It costs about 2 times as much per script.
- Lowest to Highest Thinking Level. GPT-6.1 Sol moves +115 Elo from low to max, at about 4.6 times the cost per script. GPT-5.6 Luna moves +203 Elo from medium to ultra, at about 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
GPT-6.1 Sol (max) scores higher on all nine metrics. Weighted by each metric's share of the Writing Score, Tone & Voice Match does the most to put GPT-6.1 Sol (max) ahead, with a 6.2-point lead on that metric. The weight beside each metric is its share of the Writing Score.
Consistency Across Drafts
| GPT-6.1 Sol (max) | GPT-5.6 Luna (ultra) | |
|---|---|---|
| Score spread across drafts (±) | 1.40 | 2.07 |
| Lowest script score | 80.6 Script 10 | 76.0 Script 7 |
| Highest script score | 85.0 Script 9 | 80.8 Script 9 |
| Range across scripts | 4.4 | 4.8 |
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-6.1 Sol (max) minus GPT-5.6 Luna (ultra), and the higher score is in bold.
| Script | GPT-6.1 Sol (max) | GPT-5.6 Luna (ultra) | Gap |
|---|---|---|---|
| Script 1 opinion / warning explainer | 81.7 | 78.5 | +3.2 |
| Script 2 news-analysis / skeptical explainer | 82.5 | 80.3 | +2.2 |
| Script 3 personal roadmap / opinion | 83.6 | 79.7 | +3.9 |
| Script 4 short explainer | 82.5 | 77.4 | +5.1 |
| Script 5 news-analysis / opinion explainer | 82.0 | 79.7 | +2.3 |
| Script 6 founder announcement / personal origin story | 83.3 | 80.6 | +2.7 |
| Script 7 personal technical walkthrough / agentic workflow case study | 82.2 | 76.0 | +6.2 |
| Script 8 product release announcement / personal observation | 81.0 | 78.4 | +2.6 |
| Script 9 career guide / hiring analysis | 85.0 | 80.8 | +4.2 |
| Script 10 engineering process walkthrough / presentation adaptation | 80.6 | 76.9 | +3.7 |
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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