Spring Prompt Catalogbench - Reliably Publish Ready: leaderboard

Spring Prompt Catalogbench - Reliably Publish Ready. 56 product briefs,3repeats, factual and sales briefs separately. Reliable publication requires all repeats pass; claims/attributes/channel rubric; majority of three independent judges. Failures stay failed. Native website reports best supported configuration per model; all underlying configurations retained in model_runs. Metric: % of products. Higher is better.

Metric: % of products. Source: springprompt.com. Saturation forecast: Around February 2027. 30 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6 Astra75#6
2GPT-6.1 Sol75#10
3Claude Fable 5.271.43#1
4GPT-6 Sol66.07#25
5Muse Wonder66.07#28
6GPT-6.1 Terra64.29#20
7Gemini 4 Argon60.71#11
8Grok 4.757.14#44
9Claude Opus 5.555.36#5
10GPT-6 Luna55.36#95
11Gemini 4 Carbon53.57#2
12Muse Ember53.57#51
13MiniMax-M3.1-Flash50#107
14Muse Spark 1.348.21#46
15Gemini 3.1 Pro (Preview)44.64#94

Interactive version: theaggregate.ai/benchmark?slug=spring-prompt-catalogbench-reliably-publish-ready · How It Works · Data refreshed daily, snapshot 2026-11-13.