Why Most Sustainability Managers Fail at AI (And How to Fix It)

Most AI advice is built for "creators." But as sustainability professionals, we aren't writing blog posts—we’re analyzing regulations, auditing suppliers, and prepping high-stakes reports like CSRD, EcoVadis, and CDP. In this video, I’m sharing the CLEAR Framework. This is a prompting system I’ve spent the last 3 years refining after building 100+ AI agents and completing the Google Prompting Essentials Specialization. It’s designed to bridge the gap between "generic AI output" and the technical precision our jobs require. RESOURCES MENTIONED: 🔗 Why ChatGPT Fails at Sustainability (And What to Use Instead): [   • Why ChatGPT Fails at Sustainability (And W...  ] 🔗 My NotebookLM Advanced Tutorial: [   • AI Did 90% of My Audit — Here’s Exactly How  ] If you find these use cases helpful, let’s stay connected: ✅ Subscribe here on YouTube for more technical workflows. 🔗 Follow me on LinkedIn: www.linkedin.com/in/zyad-hatquai/ 📩 Join my weekly Newsletter: https://sustainatrend.beehiiv.com/ 00:00 Intro 00:45 Why A Framework 02:05 CLEAR Framework 03:10 C for Context 06:00 L for Lens 08:11 E for Expectations 10:35 A for Assets 13:01 R for Review #esg #ai #corporatesustainability #promptengineering