How Can You Tell Which Social Media Marketing Agency Really Understands Your Brand?

I’ve been comparing different approaches to social media lately, and I’m wondering how others choose the best social media marketing agency for their needs. Are strategy, engagement, creative quality, or reporting more important? I’d appreciate honest experiences from people who have worked with agencies, especially what worked, what didn’t, and which red flags they think businesses should watch for.