Sam Altman believes superhuman AGI could emerge within the next few thousand days. Many agree. Many do not. Skeptics point to the limits of perpetual exponential scaling and the physical and financial constraints that could slow progress.

That debate is valid, but it can also become a distraction. We have already reached a point where incremental improvements in models and training are producing significant gains in quality, speed, and business utility across enterprise and consumer services.

Why AGI Might Be a Red Herring

Whether AGI arrives in 1, 10, or 50 years matters less to day-to-day strategy than what current AI systems can already do. Across AI-enabled software delivery and generative workflows, practical capability continues to improve at an aggressive pace.

We are also seeing the rise of orchestration layers and agent aggregators that provide a more predictable and scalable service foundation for enterprise AI programmes.

Where Value Is Already Showing Up

  1. Data and knowledge transformation: significant reductions in preparation and processing time.
  2. Operating cost efficiency: measurable productivity uplift through targeted automation.
  3. Low-complexity task automation: routine activities increasingly handled by existing tools.
  4. Customer experience: improved response quality and service consistency in AI-assisted channels.
  5. Predictive operations: reduced downtime in sectors using AI-driven maintenance and monitoring.

The Practical Position

The core point is straightforward: AI impact is already here, and it is compounding. AGI timelines are strategically interesting, but they should not overshadow the real, current transformation happening in workflows, cost structures, and delivery models.

We may not have the equivalent of a $100 Rolls-Royce, but compared with what was possible in the late 80s and early 90s, today's systems would have felt like science fiction. The trend line matters more than the label. The point is not to lower the bar, but to stop waiting for the label to catch up with the reality. Useful AI, compounding year on year across enterprise and consumer contexts, is not a consolation prize while we wait for AGI. It is the prize.