Csmg B2c Client Tool-------- Official

Elena nodded. "Iris is not a cage. It's a compass."

The case closed. But Elena didn't celebrate yet. She drilled into Iris's logs. The tool had not only solved the problem—it had predicted it. Deep in its machine learning layers, Iris had identified a 0.3% pattern of faulty fridge updates causing rogue grocery orders. CSMG’s own QA team had missed it. Csmg B2c Client Tool--------

Dev clicked .

Rule 10,001: When in doubt, choose the solution that makes the customer feel seen, not solved. Elena nodded