Droidrun tops mobile agent benchmark

The headline win matters, but the bigger story is that the best mobile agent still fails most of the time. This is less a category victory lap than a reminder that mobile automation remains brittle and state tracking, recovery, and grounding are the real moat.

• –Droidrun's explicit planning seems to buy reliability, but at a clear token premium.
• –Mobile-Agent looks like the most balanced option if teams want acceptable performance without the top-end spend.
• –AutoDroid is the budget pick, but 14% success is too low for broad deployment.
• –AppAgent's vision-heavy pipeline appears to spend a lot and still miss too much.
• –For developers, the benchmark says mobile agents are promising for narrow workflows, not yet for fully hands-off autonomy.