# Would You Spend 150% of the Labor Cost to Ship Today?

Source: https://agentdrivendevelopment.com/before-you-optimize-tokens-budget-thirty-percent-of-labor/
Agent-readable URL: https://agentdrivendevelopment.com/before-you-optimize-tokens-budget-thirty-percent-of-labor/?agent=1
Published: 2026-07-14T18:54:06-05:00
Modified: 2026-07-14T20:42:40-05:00
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## Summary

Price the outcome before its tokens. A rational token budget is a function of total delivery economics, and even 150% of labor cost can make sense when it buys enough time.

## Article

Four engineers. Twelve weeks. $3,750 per engineer per week in loaded labor cost. That is $180,000 before the software reaches a customer. To keep the example clean, call that the current total delivery cost.

Before we debate the token allowance, how much is the finished product worth? You are doing that math, right?

This should be simple. For those of us making decisions without pretending to be business geniuses, here is the general rule of thumb:

> Do not spend more building something than it is worth.

That is it. We have completed the finance module.

If the accepted outcome is worth $50,000, do not spend $180,000 building it. A cheaper model will not rescue a bad investment. If the outcome is worth $2 million, the conversation changes. Value can be revenue, avoided cost, recovered capacity, or reduced risk. If nobody can put a number on any of those, you do not have a token-budget problem. You have a project-selection problem wearing an AI hat.

Once the project clears that gate, I start with a token allowance equal to 30% of the $180,000 current-path cost. In this case, $54,000.

I used 30% for the shock value.

Or did I?

One percent of that labor cost is $1,800. For a surprising number of companies, that already sounds irresponsible. They will approve the $180,000 without discussion, then convene a review over the $1,800 because the token invoice is visible and payroll feels free. That is not cost control. It is a visibility problem.

The better starting formula is simple:

> Token allowance = current-path total delivery cost × X

Current-path total delivery cost includes loaded labor, product work, QA, infrastructure, review, release coordination, and every other direct cost of reaching an accepted outcome. X is the bet you are willing to test.

At 30%:

> $180,000 × 0.30 = $54,000

That is one multiplication. It is a starting envelope, not a spending target and not a law.

## What If the Right Number Is 150%?

Suppose $270,000 in tokens could replace the twelve-week build and deliver the accepted product today.

> $180,000 × 1.50 = $270,000

The token path costs $90,000 more than the old labor path. On cost alone, it loses.

Now suppose the product produces $100,000 a week in revenue, avoided cost, or recovered capacity.

> Value of faster delivery = weekly value × weeks saved

Twelve weeks multiplied by $100,000 is $1.2 million. Paying an extra $90,000 to capture that value now is not reckless token spending. It is an easy decision.

That does not mean you should spend $270,000. Rejecting the option merely because tokens cost more than labor is not cost control. It is ignoring the economics. The value of time belongs in the calculation.

## The Triangle Gets an Engine

This is reminiscent of the Iron Triangle: cost, time, and scope. Tokens do not turn it into a diamond, square, or rectangle because tokens are not a fourth outcome. They are an input inside the triangle.

Think of them as an engine. Token spend should reduce labor, shorten the timeline, expand accepted scope or quality, or lower delivery risk. One dollar can move several of those at once.

If it moves none of them, turn the engine off.

## Measure the Whole Project

After delivery, the arithmetic stays simple:

> Actual total cost = labor + tokens + other direct costs

Compare that number with the old path. Then compare delivery time, accepted output, defects, and risk.

If the project costs less, you won. If it arrives earlier and the time is worth more than the premium, you won. If the same money buys a safer or materially better outcome, you won. If token spend changes none of those things, you wasted it.

Thirty percent is useful because it is large enough to break the habit of treating tokens like contraband and small enough to start a real experiment. That is why I chose it. Completed projects should move it down, up, or past 100%.

The right token budget is not the smallest number finance will tolerate. It is the largest number the project can spend while making delivery cheaper, faster, better, or safer.
