theCommons Academy
2026 AI Shift / Executive Diagnostic

The FrictionIndex Calculator

Quantify your organization's hidden Inspiration, Velocity, and Complexity Taxes before configuring AI infrastructure.

Weekly Hours Leaked

18h

Σ of tax sliders 1–4

Total executive hours spent each week on the four manual workflows above — the raw time bleed AI infrastructure is meant to absorb.

Annualized Strategic Capital Waste

$2,700

18h × $150 × 1 wk

The yearly dollar cost of those leaked hours at your blended executive rate. This is the budget you're already spending — just invisibly.

Context Window Efficiency

25%

4 turns per task

How efficiently each AI task runs. More back-and-forth turns mean more repeated context, slower output, and higher token cost — efficiency drops sharply past 3 turns.

Critical bloat

Context Bloat

Every back-and-forth makes the AI re-read the whole email chain. At 4 turns, the AI effectively re-reads 6,080 words of context for every single task.

The implication: this hidden "re-reading tax" inflates your API bills, slows response times, and compounds across every team member using AI daily. Fewer, sharper prompts = faster output and lower cost per task.

8 Week AI Transformation Cohort

Stop paying the
Operational Drag Tax.

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