Towards AITowards AIToneBench

Model Comparison

DeepSeek V4.1 Flash vs Claude Haiku 5.5

Too close to call: the best configurations, DeepSeek V4.1 Flash (max) and Claude Haiku 5.5 (max effort), are 31 Elo apart, and their 95% ranges overlap. Among 78 models, each ranked by its best configuration, DeepSeek V4.1 Flash is #14 and Claude Haiku 5.5 is #16. Cost per script: $0.017 for DeepSeek V4.1 Flash (max) and $0.103 for Claude Haiku 5.5 (max effort).

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

DeepSeek V4.1 Flash
2040 Writing Elo of DeepSeek V4.1 Flash (max), its best configuration#14 of 78 models · 81.0/100 Writing Score · $0.017 per script4 configurations on the board
Claude Haiku 5.5
2009 Writing Elo of Claude Haiku 5.5 (max effort), its best configuration#16 of 78 models · 80.8/100 Writing Score · $0.103 per script5 configurations on the board

Picks and Verdict

PickDeepSeek V4.1 Flash

DeepSeek V4.1 Flash (high)

Pick DeepSeek V4.1 Flash (high) for bulk drafts, since it costs the same $0.012 a script as Claude Haiku 5.5 (high) and rates 248 Elo higher.

PickClaude Haiku 5.5

Claude Haiku 5.5 (xhigh)

Pick Claude Haiku 5.5 (xhigh) when substance and visual cues come first, since it keeps most of Haiku's lead there for $0.029 a script.

Claude Haiku 5.5 only gets within range of DeepSeek V4.1 Flash's best at max effort, its slowest and most expensive setting. Claude Haiku 5.5 (max effort) and DeepSeek V4.1 Flash (max) are 31 Elo apart with overlapping 95% ranges, so the board can't order the two best settings, the ones that make DeepSeek the #14 model of 78 and Haiku the #16 model. The bill can: DeepSeek costs $0.017 a script against $0.103, and takes 2.4 minutes against more than twelve. Below the top it gets lopsided. DeepSeek V4.1 Flash (high) costs $0.012 and its range still overlaps Haiku's best. Claude Haiku 5.5 (high) costs the same and sits 248 Elo lower with a separate range. DeepSeek leads at every level name the two share, and even with thinking off it beats Haiku at low by 134 Elo for less money. Haiku's case is substance and visual cues, about three and five points higher at the top, plus a cleaner slop score. Claude Haiku 5.5 (xhigh) keeps most of that for $0.029. I'd still default to DeepSeek, and the open weights help.

Disclosure: Claude Haiku 5.5 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 DeepSeek V4.1 Flash and Claude Haiku 5.5, 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).
DeepSeek V4.1 FlashClaude Haiku 5.5
ConfigurationWriting Elo95% RangeWriting ScoreCost / ScriptTime / ScriptReasoning TokensConfiguration Rank
DeepSeek V4.1 Flash (max)20401999 to 207681.0$0.0172.4 min22,010#28
Claude Haiku 5.5 (max effort)20091972 to 204480.8$0.10312.6 minN/A#31
DeepSeek V4.1 Flash (high)19711925 to 201080.3$0.0121.1 min13,809#38
Claude Haiku 5.5 (xhigh)19271883 to 196580.0$0.0293.6 minN/A#41
DeepSeek V4.1 Flash (low)18561815 to 190679.3$0.00770.7 min6,740#46
Claude Haiku 5.5 (high)17231679 to 176078.0$0.0121.5 minN/A#53
DeepSeek V4.1 Flash (no thinking)16381588 to 168076.8$0.00370.3 min0#61
Claude Haiku 5.5 (medium)16201572 to 167076.7$0.00670.8 minN/A#62
Claude Haiku 5.5 (low)15041461 to 155075.2$0.00450.5 minN/A#74

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.

Writing Elo at Each Shared Level Name

LevelDeepSeek V4.1 FlashClaude Haiku 5.5Gap95% Ranges
low18561504+352Separate
high19711723+248Separate
max20402009+31Overlap

Gap is DeepSeek V4.1 Flash minus Claude Haiku 5.5 at the same level name, using each model's highest-rated configuration at that level.

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

DeepSeek V4.1 Flash (max)Claude Haiku 5.5 (max effort)Solid bar: higher score in that row

DeepSeek V4.1 Flash (max) scores higher on five of the nine metrics and Claude Haiku 5.5 (max effort) on four. Weighted by each metric's share of the Writing Score, YouTube Best Practices does the most to put DeepSeek V4.1 Flash (max) ahead, with a 3.0-point lead on that metric. The weight beside each metric is its share of the Writing Score.

Tone & Voice Match19% weight
78.1
76.4
Writing Craft & Clarity13% weight
78.0
77.8
Substance, Accuracy & Value15% weight
82.5
85.6
Continuity & Emotion14% weight
80.1
78.7
YouTube Best Practices12% weight
79.8
76.8
Hook Strength10% weight
80.1
78.2
Length Adherence8% weight
95.9
97.3
Slop Score5% weight
83.2
86.0
Visual Cue Quality4% weight
76.0
80.9

Consistency Across Drafts

DeepSeek V4.1 Flash (max)Claude Haiku 5.5 (max effort)
Score spread across drafts (±)1.301.55
Lowest script score79.7 Script 1078.2 Script 10
Highest script score82.4 Script 782.6 Script 4
Range across scripts2.74.4

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 DeepSeek V4.1 Flash (max) minus Claude Haiku 5.5 (max effort), and the higher score is in bold.

ScriptDeepSeek V4.1 Flash (max)Claude Haiku 5.5 (max effort)Gap
Script 1 opinion / warning explainer80.880.3+0.5
Script 2 news-analysis / skeptical explainer81.280.7+0.5
Script 3 personal roadmap / opinion81.280.8+0.4
Script 4 short explainer80.182.6-2.5
Script 5 news-analysis / opinion explainer81.181.7-0.6
Script 6 founder announcement / personal origin story80.881.1-0.3
Script 7 personal technical walkthrough / agentic workflow case study82.480.0+2.4
Script 8 product release announcement / personal observation80.781.3-0.6
Script 9 career guide / hiring analysis82.281.5+0.7
Script 10 engineering process walkthrough / presentation adaptation79.778.2+1.5

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