One thing I've noticed over the last year is that marketing teams have accumulated plenty of AI features but very few products that people consistently return to. Search Atlas has been different because the useful parts fit into existing workflows instead of asking everyone to rebuild them.

From my perspective, that's probably the biggest benefit. LLM Visibility gives us another signal that product and marketing teams can discuss together, Atlas Agent reduces repetitive planning work through Playbooks, and Coworker makes that information easy to access while conversations are already happening in Slack.

The end result isn't that people are relying on AI to make decisions for them. It's that they spend less time collecting information before those decisions happen. That's a much more practical improvement, and it's why the platform has stayed part of our day-to-day work instead of becoming another tool we only open occasionally. Review collected by and hosted on G2.com.