SIGNAL//SYNTH
Ai

Why Enterprise AI Isn't Delivering ROI | Ahmed Bashir, DevRev

aired Nov 13, 2026 · 37.0m
Signal
88.9/ 100
Essential
confidence 0.99
Orig58.8
Actn100.0
Dens100.0
Dpth100.0
Clty80.9
Summary

And the problem, and I've heard this from a lot of people, is that enterprise AI demos work amazingly, but once you get them in the enterprise and the complexity of the enterprise, everyone's disappointed. There was a gap in the level of governance, the level of orchestration, the level of semantic understanding at scale, and that's exactly what shared memory provides.

Why listen

It goes beyond the title with direct discussion of know, it's, right, including: While everybody claimed to have industry-leading AI, CIOs were betting on AI heavily, and very few were actually unlocking real ROI.

Key takeaways
  1. 01There was a gap in the level of governance, the level of orchestration, the level of semantic understanding at scale, and that's exactly what shared memory provides
  2. 02I think that the major observation is that a more sophisticated model cannot always make up for not having a sophisticated memory layer
  3. 03Swapping in a smarter model didn't win you that much
Best for
platform teams improving retrieval and memory