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Meta's Muse can handle email and cards — but still stumbles on the messy apps families use

Muse is powerful enough to sort inboxes, scan subscriptions, and work with sensitive data. But when the task runs into school portals, WhatsApp groups, or payment flows, the assistant can still break down.
SEP 19, 2026

Meta's new Muse AI agent can do more than most consumer assistants. In a hands-on test, it was able to read a personal inbox, flag important messages, review credit and debit cards, and suggest a subscription to cancel.

That makes Muse interesting for people who want an AI agent to do real errands, not just generate text. But the test also showed where the product still falls short: the places where founders and families actually spend their time are often messy, fragmented, and full of login problems.

The assistant handled some simple jobs well. It could organize email into a daily digest and pull useful information from financial accounts. It also looked at health and fitness data and suggested ways to improve a resting heart rate.

But once the task required navigating school and kid-related workflows, the cracks showed. A birthday-planning task at a trampoline park failed because it needed real phone calls and too many decisions. A school band signup form lived behind a ParentSquare link, which itself required a Google login that Muse's browser version did not offer.

The same pattern repeated elsewhere. Muse could not read WhatsApp messages, which blocked Girl Scouts planning. It also failed to finish a Girl Scouts payment because the site timed out. When asked to book an annual physical, it got stuck updating insurance information and had to hand the task back to a human.

The result is a product that is clearly capable, but still dependent on how cleanly the outside world is built. If the workflow is simple, Muse can help. If the workflow is wrapped in bad software, nested logins, or clunky payment screens, the agent hits the same wall any user does — only slower.

For Meta, that is both progress and the challenge ahead. An AI agent that can touch private data is only useful if it can reliably finish the job. Until then, the promise is real, but so is the friction.

Founders should read that as a reminder: AI agents are getting better at action, not just answers. But adoption will come down to execution. The winners will be the tools that reduce clicks, remove manual follow-up, and survive contact with the worst software in the stack.

EP
Ethan Park
Technology Columnist

Ethan Park covers AI, software and the tools reshaping how business gets done — always through the lens of what an owner should do about it.

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