SaaS-Bench - Independent Media Creation: leaderboard

Metric: Checkpoint score (%) on the independent media creation domain (multimodal), weighted-checkpoint score over the final application states, browser-use agent loop over live self-hosted SaaS apps (DOM and screenshot observations, restricted browser actions, no JavaScript or backend access), same step budget, timeout and failure cap for every model; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 11 models tracked.

Top models

#ModelScore
1Claude Opus 4.652.8
2Claude Opus 4.746.3
3GPT-5.5 (High)45.2
4Gemini 3.1 Pro (Preview)44.7
5Seed 2.0 Pro42.9
6GPT-5.4 (High)41.7
7Qwen 3.6 Plus41.3
8Kimi K2.639.5
9Gemini 3.5 Flash (High)36.9
10Claude Sonnet 4.633.8
11Kimi K2.528.5

Interactive version: theaggregate.ai/benchmark?slug=saas-bench-independent-media-creation · How It Works · Data refreshed daily, snapshot 2026-10-07.