The AI industry has discovered a powerful truth: what can be benchmarked, can be automated.
The Automation Sequence
Once researchers can measure AI performance on a task, they optimize for it. Once they optimize, they achieve human-level performance. And once AI matches humans, automation follows.
This sequence plays out in five predictable stages:
- Benchmark – Researchers define measurable tasks
- Optimize – AI models improve against metrics
- Saturate – Performance reaches near-perfect scores
- Productize – Capability becomes commercial
- Automate – Business processes become autonomous
The Critical Insight
Not every task can be benchmarked. Tasks with objective success criteria—like code generation or translation—are highly benchmarkable and will be automated within months. Tasks requiring subjective judgment—like relationship building or creative strategy—resist measurement and remain human.
The Question
Which side of that line does your competitive advantage sit on?
Read the full analysis on The Business Engineer.








