What stands out most is how Conductor has evolved beyond traditional keyword tracking to cover AI search visibility. Being able to track brand mentions and citations across ChatGPT, Perplexity, Google AI Overviews, and AI Mode alongside traditional search performance means I'm not stitching together data from five different tools to understand our full search footprint. The ai_citation_insights filtering by prompt type (branded vs. unbranded) has been genuinely useful for competitive intel, especially when we needed to understand how a new microsite would need to earn citations from scratch. The topic-level structure scales well across multiple brands and verticals. We're running 88+ topics across three different web properties and it stays organized rather than turning into a spreadsheet nightmare. Being able to run research before drafting content briefs has also cut down on rework significantly: we get a clear read on keyword clusters and search intent before a writer ever touches a topic, instead of discovering after the fact that we picked the wrong angle. Competitor tracking is another strength. Being able to see where competitors are winning AI citations on specific topics (not just where they rank traditionally) has changed how we prioritize content investment.

I like how well-structured the content process in Conductor is, with clear goals that take a wide range of factors into account for writing a remarkable piece. I really appreciate how each metric goal is explained clearly, offering areas for improvement. I like the part where I review competitors and the industry body of knowledge carefully, as it gives me the opportunity to make a difference with the content. Before writing, seeing all the metrics lets me fine-tune the goals, the approach, and the scope of the piece, ensuring thorough work. Also, the score keeps me eager to keep improving.

It’s taken strong steps to move away from traditional SEO and into the AI search era, both through citation mapping and with adjacent services like an AI writing assistant. Overall, it’s been a real step up for marketers.