Consumer AI Products Shift from Chat to Actions, with Retention and Reliability Still Unproven

Yelp’s assistant can call restaurants to check wait times, a concrete move toward task-taking consumer AI, though reliability and adoption remain unknown. Meta Muse’s reported 10.9 million downloads in 40 days are tempered by retention concerns and ad spend; neither downloads nor early engagement establish durable demand or monetization. Agent-mediated payments also need clearer definitions and evidence of useful, reliable transactions.