FORGE CALCULATOR

One hour.
One hundred hours.
Zero waste.

What happens when a knowledge worker stops counting heads and starts counting leverage.

A practical model for knowledge work — code, legal, analysis, design, strategy — when human intent meets capable AI agents. No login. No tracking. Just numbers.

How many hours is your work week?

Focused, usable knowledge-work capacity. Beyond ~40–50 h/week, returns often diminish.

Your work week: 40 hours

How many people are in your team?

Everyone who does thinking work (PM, devs, designers, QA…).

Team of 6 people

What multiplier do AI/agents give you?

Output hours per real hour with AI. Typical: ×5–20 today, ×20–60 in tuned setups.

AI gives you ×5 leverage

Does it work and serve the goal?
(0–10)

Correctness + usefulness. 0–2: unusable. 3–5: major rework. 6–8: solid. 9–10: shippable.

9

Alignment: 9/10

Does it feel like you? (Intent Gap)

Fidelity of direction and taste — not quality, but shape.
Undershot (−) = sterile. Overshot (+) = bloated. Zero = faithful.

0
−20 sterile / lacks voicefaithful / feels like us+20 bloated / drifted

Intent Gap: 0

Your human baseline (no AI)

6,0

knowledge-years / year

hours × people — no multiplier

equivalent to 6 people at full capacity

With your current AI setup

27,0

knowledge-years / year

at ×5 · alignment 9 · gap 0

effective equivalent: 27 people

potential (alignment 10, gap 0): 30 people

In a tuned setup (×20–60)

×20→108,0knowledge-years / year

≈ 108 people

×60→324,0knowledge-years / year

≈ 324 people

observed range in bounded tasks with clear criteria

This is what’s possible

Hours/week40
Team6
Multiplier×5
Alignment9/10
Intent Gap0
Baseline6,0
Current27,0
×20108,0
×60324,0

“Alignment and direction are solid. The multiplier (×5) is your biggest lever now.”

A knowledge-year ≈ one full-time year of knowledge-work capacity (40 h/week).
Leverage without direction is expensive noise. Direction without leverage is slow.

Full calculator — change anything

9
0
−20 sterile / lacks voicefaithful / feels like us+20 bloated / drifted

Your current situation

27,0knowledge-years / year

at ×5 · alignment 9 · gap 0

effective equivalent: 27 people

In a tuned setup (×20–60)

×20→108,0knowledge-years / year
×60→324,0knowledge-years / year

observed range in bounded tasks with clear criteria

“Alignment and direction are solid. The multiplier (×5) is your biggest lever now.”

WHAT YOUR NUMBERS MEAN

The shift has already begun.

Your team of 6 at ×5 leverage is equivalent to 27 people.

At ×20, that becomes 108. At ×60, it becomes 324.

Scroll right to see what this actually looks like →

STORY 01

The 4-month project
that took 4 days.

Old timeline16 weeks
Old cost€288 000
At ×204 days
New cost€654

Your team didn't work harder. They stopped doing the repetitive parts themselves. The same 3 840 hours of output — delivered in days, not months.

STORY 02

The refactoring that was
never worth it.

2023 mindset

Painful auth bug. Proper fix needs 3 weeks + high risk. Team adds another if-statement patch. Everyone hates it. "We can't afford the real fix."

2025+ mindset

"Throw away the old module and rebuild it cleanly. Tests included." Done in 1.5 days. You do this forevery piece of technical debt.

The economics flipped. Doing it right is now the cheap option.

THE PATTERN

The Cambrian Explosion
of intelligence.

541 million years ago, simple organisms suddenly gave rise to an extraordinary burst of new body plans and capabilities. Life went from single-celled to complex — almost overnight in geological terms.

The same pattern is happening now. Small capability gains compound. A solo developer at 3× in January reaches 25× by summer and 45× by autumn. It doesn't feel linear — it feels like the rules of reality changed overnight.

The explosion isn't coming. For those using agents well, it has already begun.

THE ECONOMICS

Jevons Paradox:
efficiency creates demand.

In 1865, more efficient steam engines didn't save coal — they made coal-powered industry viable in more places, so Britain burned vastly more overall.

When knowledge work drops from €75/hr to €2/hr, you don't do less of it. You do vastly more. Run 1,000 A/B tests instead of 10. Simulate 500 scenarios instead of 5. Prototype 200 UI directions instead of 8.

Cheaper cognition doesn't lead to leisure.
It leads to an abundance of ambition.

YOUR NUMBERS

With these numbers,
this is what happens.

×20Your team of 6 = 108 people. A 20-week project finishes in ~7 days.
×60Your team of 6 = 324 people. A year-long roadmap ships in under 6 days.
€Human cost: ~€75/hr. Agent cost: ~€2/hr. That's 38× cheaper per unit of output.
ΔTechnical debt? Rebuild it properly. It's now the cheap option.

THE SHIFT

The real disruption
isn't speed.

Quality goes up — agents don't get tired.

Cost collapses — €75/hr → €2/hr.

Mindset shifts — from "patch the symptom" to "rebuild it properly — it's now the cheap option."

Time becomes the only real constraint left.

The Cambrian explosion didn't end life.
It ended simplicity as the default state.

The old constraints
no longer apply.

For those who get alignment right and keep intent gap near zero, 2026 is the year the rules changed.

Explore ACCELERON →