Every AI content program is funded on a number, and most of the time it is a productivity headline rather than a price. The executive who signs the budget is left with a fact about the technology and nothing about the business the change touches. This is how I priced that change for a Board, and how I would size it today, inside Content at scale.
TL;DR
The fund-or-not call on AI content ops should rest on its decision arithmetic, not on a productivity headline: price the work the change removes, and size the capacity to the demand the business can actually sell. I proposed a large capacity to the Board as a compromise, realized demand ran well below it, and sales, not production, was the gate. Capacity a business cannot sell is not value.
Why the fund-or-not call goes wrong
The usual answer to “is it worth it?” is a technology number. A 2025 market-research survey states that content creation with AI “can be up to 93% quicker,” and that is the figure most sponsors are handed. It describes a capability in general; a budget decision needs a price for something specific. That figure is the survey’s, not mine, and it measures no particular business.
Why a productivity number does not price a decision
A faster tool is not a funded program. The headline says how much quicker content can be produced somewhere, not what the change removes from your process, what it adds, or how much capacity to pay for. A productivity number is a property of the tool; a decision number is a property of the business.
The arithmetic I put on the Board’s table
When I brought the Content Factory to Simplebo‘s Board, I did not bring a productivity claim; I brought the arithmetic of the change. A Customer Success working on web content was taking a day of work to produce the 5 web pages. Through the Content Factory, those 5 pages took that Customer Success closer to 30 minutes for the interview (one the team runs in any case) and 1 hour of content integration on the website, and the factory produced the 5 page contents in less than an hour. That is a small, knowable cost against the day it removes.
Capacity a business cannot sell is not value
The arithmetic has two sides. What I sold the Board was a proposed capability, not a delivery figure: a rough 80 websites and 800 pages of content per month, the maximum the one person dedicated to it could produce. It was never reached in production. What actually shipped supported 20 to 40 extension packages per month, depending on the month and the ever changing Sales priorities, because the Sales were not able to sell that amount of extension in the first semester of 2023. A capacity the business cannot sell is not value; it is headroom. My Marketing Director mission ran from June 2022 to June 2023, and I have no visibility into what Simplebo did after that, so I claim no later outcome.
Decide on the arithmetic, sized to demand
The alternative is a different order of question, not a smaller version of the headline claim. Start from what the change removes, as I did: a day of manual writing per package against a short interview and an integration step. Then size the capacity to the demand you can actually sell, not to the maximum the tooling can reach. Pricing your own process looks harder than quoting a vendor’s average, and it is the version that holds when a board asks what it costs.
What the arithmetic does not decide
The strongest objection is fair: the arithmetic prices hours, and hours are not what a sponsor actually carries. AI touching customer-facing copy carries brand-trust and quality risk, and the change adds upkeep: a prompt library to maintain, a process to run, and a team’s habits to hold. The arithmetic bounds the efficiency question, not the quality one, which stays yours. At Simplebo, the Board answered quality directly: it added the practice to the editorial policy with a strong commitment to human verification through a quality process, always a human in the middle and a human review at the end. It also pulled back from the full-automation design , taking AI as a copy assistant rather than an autonomous writer. That upkeep is real and belongs in the budget as a running cost.
If you are weighing AI-assisted content production, bring the arithmetic to the room: what the change removes, what it adds, and the demand you can actually sell against it. The operator behind this method is on the About page. If this is the shape of your problem, let’s talk.