One thing I’ve learned building AI-assisted tooling is that the usefulness depends heavily on how constrained the AI layer is. If the AI is generating suggestions without grounding in deterministic signals from the system, it tends to produce very confident but generic output.

What ended up working better in my own experiments was system signals,structured scoring, AI narrative on top of the signals.