Most people believe the biggest risk in AI automation is a failed tool.That’s not true. The real killer is automation without measurement. If you don’t define what “success” looks like, AI will just make you faster at going nowhere.A chatbot can answer 1,000 queries per day — but does it reduce escalations?A workflow can save hours — but does it increase revenue or customer satisfaction? Here’s the hidden truth:AI is not about doing more, it’s about doing better where it matters.That’s why an AI Transformation Partner always starts with measurable KPIs: - Time saved in critical steps - Errors prevented - Conversions uplifted Without numbers, automation is just noise. Question for you: Are you tracking impact, or just tracking activity?

The challenge I’m facing right now is that I don’t have a clear learning roadmap — I want to know what skills, tools, and concepts to learn step by step to reach a solid professional level. I’d love to hear your advice: -I just want to know if there’s a complete roadmap or plan I can follow to really improve my skills, not just to get started in the field or be “good enough" - If you were starting from scratch today, what roadmap would you follow? - Which skills or tools should I focus on first? Looking forward to connecting, learning, and contributing here 🙏 Excited to be part of this journey with you all!