Towards AITowards AIToneBench

Model Comparison

GPT-5.6 Terra vs DeepSeek V4 Pro 0813

GPT-5.6 Terra (ultra) leads DeepSeek V4 Pro 0813 (max) by 124 Elo, and their 95% ranges sit 46 Elo apart. Among 78 models, each ranked by its best configuration, GPT-5.6 Terra is #13 and DeepSeek V4 Pro 0813 is #21. Cost per script: $0.275 for GPT-5.6 Terra (ultra) and $0.077 for DeepSeek V4 Pro 0813 (max).

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

GPT-5.6 Terra
2074 Writing Elo of GPT-5.6 Terra (ultra), its best configuration#13 of 78 models · 81.4/100 Writing Score · $0.275 per script2 configurations on the board
DeepSeek V4 Pro 0813
1950 Writing Elo of DeepSeek V4 Pro 0813 (max), its best configuration#21 of 78 models · 80.1/100 Writing Score · $0.077 per script2 configurations on the board

Picks and Verdict

PickGPT-5.6 Terra

GPT-5.6 Terra (medium)

Pick GPT-5.6 Terra (medium) for everyday drafts, since the board can't separate it from DeepSeek's best and it takes 1.4 minutes for $0.062 a script.

PickDeepSeek V4 Pro 0813

DeepSeek V4 Pro 0813 (max)

Pick DeepSeek V4 Pro 0813 (max) when consistency matters more than speed, since its drafts are steadier than GPT-5.6 Terra (medium) and land 6.3 points closer to the requested length for $0.077 a script.

Terra's cheap setting keeps pace with DeepSeek's most expensive one. GPT-5.6 Terra (medium) sits 48 Elo above DeepSeek V4 Pro 0813 (max), and their 95% ranges overlap, so the board can't separate the two. They get there differently. Medium is Terra's lower setting, at $0.062 a script and 1.4 minutes. Max is DeepSeek's top one, at $0.077 and 8.9 minutes, more than six times the wait. GPT-5.6 Terra (ultra) is the setting that clears DeepSeek, by 124 Elo with separate ranges, and it makes GPT-5.6 Terra the #13 model of 78 against the #21 model, each ranked by its best setting. Ultra's range overlaps medium's and it costs about 4.4 times as much, so I wouldn't pay that. DeepSeek is the reverse case. Its high setting sits 600 Elo lower, so max is the only one I'd consider. DeepSeek at max does land closer to the requested length than Terra at medium, by 6.3 points, and its drafts are a little steadier. Terra at medium has the edge on tone and substance, by 2.3 and 2.9 points. For under a fifth of the wait, I'd run Terra at medium.

Disclosure: GPT-5.6 Terra comes from the same lab as one of the four judges, GPT-6.1 Sol. 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 GPT-5.6 Terra and DeepSeek V4 Pro 0813, 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).
GPT-5.6 TerraDeepSeek V4 Pro 0813
ConfigurationWriting Elo95% RangeWriting ScoreCost / ScriptTime / ScriptReasoning TokensConfiguration Rank
GPT-5.6 Terra (ultra)20742035 to 211381.4$0.2758.0 minN/A#25
GPT-5.6 Terra (medium)19981952 to 204180.7$0.0621.4 minN/A#33
DeepSeek V4 Pro 0813 (max)19501906 to 198980.1$0.0778.9 min31,573#40
DeepSeek V4 Pro 0813 (high)13501272 to 142872.3$0.0311.3 min8,879#81

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. 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

GPT-5.6 Terra (ultra)DeepSeek V4 Pro 0813 (max)Solid bar: higher score in that row

GPT-5.6 Terra (ultra) 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, Substance, Accuracy & Value does the most to put GPT-5.6 Terra (ultra) ahead, with a 4.7-point lead on that metric. The weight beside each metric is its share of the Writing Score.

Tone & Voice Match19% weight
76.9
76.3
Writing Craft & Clarity13% weight
76.8
76.5
Substance, Accuracy & Value15% weight
86.4
81.7
Continuity & Emotion14% weight
80.2
80.2
YouTube Best Practices12% weight
79.3
78.9
Hook Strength10% weight
81.5
80.9
Length Adherence8% weight
93.7
93.4
Slop Score5% weight
84.7
81.4
Visual Cue Quality4% weight
80.3
77.6

Consistency Across Drafts

GPT-5.6 Terra (ultra)DeepSeek V4 Pro 0813 (max)
Score spread across drafts (±)1.381.48
Lowest script score79.8 Script 478.2 Script 10
Highest script score83.0 Script 681.5 Script 6
Range across scripts3.23.3

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 GPT-5.6 Terra (ultra) minus DeepSeek V4 Pro 0813 (max), and the higher score is in bold.

ScriptGPT-5.6 Terra (ultra)DeepSeek V4 Pro 0813 (max)Gap
Script 1 opinion / warning explainer81.179.5+1.6
Script 2 news-analysis / skeptical explainer82.180.6+1.5
Script 3 personal roadmap / opinion82.580.8+1.7
Script 4 short explainer79.878.5+1.3
Script 5 news-analysis / opinion explainer82.280.9+1.3
Script 6 founder announcement / personal origin story83.081.5+1.5
Script 7 personal technical walkthrough / agentic workflow case study80.681.1-0.5
Script 8 product release announcement / personal observation80.380.2+0.1
Script 9 career guide / hiring analysis81.879.9+1.9
Script 10 engineering process walkthrough / presentation adaptation80.678.2+2.4

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