What is one AI visibility challenge your SaaS company is trying to solve this year?
One of the biggest challenges we've been working through is closing the gap between measuring AI visibility and actually improving it. It is relatively easy to see where a brand does or does not show up across tools like ChatGPT or Perplexity. What is much harder is turning that insight into consistent action. For us, that led to building a more agent driven approach. Instead of treating content, distribution, and tracking as separate efforts, we needed a system where those pieces work together — capturing real expertise, turning it into structured answers, placing those signals across the web, and then continuously adjusting based on what shows up in AI generated responses. The challenge was not just technical. It was making sure the system stayed grounded in real expertise and did not drift into generic or low quality output, especially as it scaled. What we are seeing now is that visibility improves when those loops are connected. Measurement alone does not change outcomes. Action tied to what is being measured does.