What Can Be Benchmarked Can Be Made Autonomous [Video Explainer]

The AI industry has discovered a powerful truth: what can be benchmarked, can be automated.

What Can Be Benchmarked Can Be Made Autonomous – Explainer Video

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:

  1. Benchmark – Researchers define measurable tasks
  2. Optimize – AI models improve against metrics
  3. Saturate – Performance reaches near-perfect scores
  4. Productize – Capability becomes commercial
  5. 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.

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