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"The more I work on B2B SaaS GTM, the more I realize identifying the ICP is just the beginning ​ When I first started learning GTM, I thought the hard part was finding the ideal customer profile. Turns out, that's only the first layer. In B2B, your ICP is usually an organization, not a single buyer. And that's where the complexity begins. Within the same ICP, there are multiple personas. Each has different responsibilities. Each has different incentives. Each experiences the same problem differently. Which means each needs different messaging. If your goal is customer acquisition, you can't stop at knowing who you're selling to. You also need to understand: Where each persona spends time. What success looks like for each of them. What pain they're trying to eliminate. What type of content actually earns their attention. Then comes another layer. The buying committee. The person using the product isn't always the person approving the budget. The person championing the solution internally isn't always the final decision-maker. So your GTM strategy isn't just about reaching one customer. It's about aligning multiple stakeholders with different motivations around the same product. The deeper I go into GTM, the less it feels like marketing. It feels like understanding people, organizations, and decision-making systems. That's a level of complexity I didn't fully appreciate when I started."

"Meanwhile, the fraudsters are actually launching very coordinated attacks, and they're really good at getting between these gaps. So that is why we started Oscillor is to really merge these signals in one unified platform that is powered by AI to build this 360-degree view of risk for the very first time and help organizations for the very first time catch coordinated fraud, reduce false positives, and really automate what is fully manual today."