AI Strategy · October 21, 2026

Hire, Rent or Deploy? The Three-Year Math on Back-Office Capacity

Volume is up and the team is at capacity. You can hire another person, buy another tool, or deploy an agent priced per outcome. The three scale differently — and sometimes hiring wins. Run all three on your own volume.

Three cost curves over thirty-six months: a step function for hiring, a flat line plus seats for software, and an upfront fee then a linear slope for per-outcome pricing

Every back-office bottleneck ends up as the same meeting. Volume is up, the team is at capacity, and somebody has to decide whether to add a person, add a tool, or do something else. The three are usually compared on price, which matters least. They scale differently, and that is what decides it.

The growth moment

It does not arrive as a crisis. It arrives as a slow change in the texture of the week.

Orders are up. Invoices are up. The AP inbox has a Monday backlog it did not use to have, and the 3-way match that got done the same day now gets done the next. Somebody has started staying late — not every night, but enough that you have noticed. Nobody has missed anything important yet.

So the question lands on your desk, and it lands in the least useful form: can we get another person approved?

That is a real option, and sometimes the right one. But it is one of three, and they are not variations on a theme. Hiring buys you a block of capacity that comes in whole units and costs the same whether you use all of it or half. A seat-priced tool buys you a fixed monthly cost and a share of the work, leaving the remainder exactly where it was. An agent priced per outcome buys you a variable cost that tracks volume, after a fixed cost up front. Those three shapes behave very differently over three years.

Option one: hire another person

People come in whole numbers. If one person can handle a thousand units a month and you are doing twelve hundred, you need two people — and the second one spends a chunk of the month with spare capacity you are paying for. Push it to twenty-one hundred and you need three, and the third one starts the same way the second did.

That is why the hiring line is a staircase and not a slope. Between the steps, growth is free. At each step, it is expensive all at once.

Then the costs around the salary, which people leave out of the comparison and discover anyway:

  • Recruiting. Advertising, an agency if the market is tight, and the interview hours of people who are already busy — the real cost, and the one never counted.
  • Ramp. A new person is slower and more error-prone than the person training them, and the trainer is slower too while they do it. That period is paid for twice.
  • Turnover. Back-office roles turn over. Every time one does, you pay the recruiting and the ramp again, and you pay it on a schedule you do not control.
  • The know-how walking out. The person who has done credit holds for four years knows which customers always pay late and are fine, which ones go quiet before they go bad, and which buyer will approve a short-ship over the phone. None of that is written down. When they leave, it leaves.

A person is also the only one of the three who can do something you did not anticipate. That is worth a lot, and the comparison should say so.

Option two: rent another tool

The second option is to buy software: a module, a bolt-on, a seat-priced tool that promises to take this work off your team.

The cost side is easy to model and easy to underestimate. Seats, monthly, for everyone who needs to log in. An implementation fee, once. Then the part nobody quotes: the internal time to configure it, map your data into its shape, and get people to use it instead of the spreadsheet that works.

The question that decides whether a tool earns its money is narrower than the sales conversation suggests: what share of the work does it finish without a person? Not touches. Not speeds up. Finishes — nobody opens it again afterwards.

Because the remainder does not go anywhere. If a tool closes out a third of your units cleanly, the other two thirds still need the same people they needed before, and your headcount arithmetic barely moves. You have added a monthly cost and removed some of the typing. That can be a good trade — it is just a different one from the trade that was described.

And there is a second thing to ask, which is who handles the exceptions. Most tools are built around the clean path, because the clean path demos well. The short-ship, the obsolete part with a replacement, the PO that references a contract price nobody can find — those come back to a person, stripped of context, as a row in a failure queue. An exception that arrives with its reason attached takes a minute. One that arrives as “error” takes fifteen.

Underneath that is a design decision you inherit: an off-the-shelf tool makes your process fit its shape. Sometimes that is fine, and sometimes bending your process to a vendor’s idea of how a distributor should work is the actual cost of the licence.

Option three: deploy an agent, priced per outcome

The third option is to build an agent that does the work inside the systems you already run, and to pay for it in two parts: a build fee, once, and a fee per outcome it completes thereafter.

The build fee covers understanding the process, writing down the rules that currently live in somebody’s head, connecting to your systems with scoped access, and running the thing alongside your team before it is allowed to act. That last part is shadow mode: it proposes what it would have done, a person checks whether it was right, and nothing goes out the door. You see its accuracy on your own work before it touches anything.

After that, the fee is per outcome. An order entered. An invoice matched. A quote sent. The cost moves with your volume rather than sitting on your payroll. That cuts both ways: busy months cost more, quiet months cost less, and there is no idle capacity you are paying for in January.

Exceptions still go to people. That is not a limitation to be apologised for; it is the design. The agent takes the transcription and the checking, and anything outside the limits you set — a dollar threshold, a new customer, a price change, whatever you decide — stops and goes to a person with the reason attached. Every action is logged with what it saw and why it acted.

We do not publish a price for this, and the calculator below does not fill one in. The honest reason is that the arithmetic depends on your volume, and a number on a web page would be wrong for most of the people reading it. What the calculator does instead is tell you the number a quote has to beat. Then you put a quote in — ours, or anybody else’s — and see the line.

Three cost shapes over three years Monthly cost, three ways Cost today year three Month Hire another person Rent software Agent, per outcome
Shapes only — no figures on either axis, because yours are the only ones that matter. This is monthly cost; the calculator below adds it into a running total, which is where the lines cross.

Run all three on your own volume

Here is the comparison with every assumption on the face of it. Put in your units a month, your growth, how long a unit takes, what a person actually costs you loaded, and the quote you have for software. The agent column stays empty until you type a quote into it.

Calculator

Hire, rent or deploy — the three-year arithmetic

Your volume, your cost of a person, your software quote. The agent column has no prices in it until you put a quote in, and the quote can be anyone’s.

Example numbers — replace them with yours.

Hire — cost per unit

$7

$383,000 over 36 months

Estimate from your inputs

Your volume stays inside 2 people's capacity for the whole 36 months.

Rent software — cost per unit

$6

$336,000 over 36 months

Estimate from your inputs

Assumes the tool closes out 30% of units without a person, and the rest still needs people.

Agent — what a quote has to beat

$7

per outcome, build fee included, to beat hiring

Estimate from your inputs

Put a build fee and a per-outcome fee in below and this becomes a real line on the chart.

Hiring costs about $7 a unit over three years on these numbers. Any quote — ours or anyone's — where the per-outcome fee plus the build fee spread over the 53,356 units in that window comes in under $7 is the cheaper option over three years.

What you have spent by month

Cumulative, so where two lines cross is the month one option has cost less than the other in total.

0$96k$191k$287k$383k171319253136Month
  • Hire another person
  • Rent software
See the numbers
FigureValueHow it is worked out
Units over 36 months53,3561,200 a month growing 15% a year
One person handles, a month1,0001,600 hours ÷ 12 × 60 ÷ 8 minutes
Hiring — 36-month total$382,800peaks at 2 people
Hiring — cost per unit$7total ÷ units
Software — 36-month total$336,2503 seats, plus people for the 70% it does not close out
Software — cost per unit$6total ÷ units

Paste in a quote

We don’t publish prices, because volumes vary too much for a number on a web page to mean anything. Use any vendor’s quote here — including ours. Both fields have to be filled before the agent line appears.

$

One-off. Treated as cash in month one, not spread.

$

Charged on each unit the agent completes.

70%

The rest still goes to a person, and is costed at your hiring rate above.

Assumptions — change any of these
units

Orders, invoices, quotes, claims — whichever unit of work you are sizing.

%
minutes
$

Salary plus payroll taxes, benefits, software and desk.

hours

After holidays, training, meetings and everything else that is not this work.

$

Advertising, agency, interview time, and the months before they are up to speed.

%

Drives how often you pay the hire-and-ramp cost again.

seats
$
$
%

Not the share it touches — the share that needs nobody afterwards.

Email me this breakdown

We send the figures above, the assumptions behind them, and nothing else.

Your address is used to send this breakdown. It is not sold or shared.

Every figure above is arithmetic on the fields in this box. Nothing here is a result anyone else achieved, an average, or a benchmark — change an input and the answer changes with it.

The assessment uses the same kind of inputs and ranks where an agent pays back first.

Find your top 3 agents (3 min)

Three modelling choices in there are worth knowing about, because each one makes the comparison less flattering to the agent and more honest:

  • People are hired whole. Headcount is units divided by capacity, rounded up. That is why the hiring total jumps rather than slopes — and why the calculator will sometimes tell you that you do not need anyone for another year, which is a useful answer to get before you post the job.
  • Software does not remove the remainder. If the tool closes out a share of units without a person, the rest are still costed at your hiring rate, whole people and all.
  • A build fee is cash in month one. It is not spread into a tidy monthly charge. On a cumulative chart it shows up as the step it is, and the per-outcome line has to earn it back before it crosses anything.

When hiring is the right answer

It often is, and a vendor who cannot say when is not worth listening to. There are three situations where hiring wins outright, and one where it wins on a technicality that still counts.

When the volume is low. A build fee is fixed, and a fixed cost spread over few outcomes is expensive per outcome. If the work is a couple of hours a day and will still be in two years, the arithmetic does not get there, and the calculator will say so. Hire the person, or leave the work where it is.

When the judgement is the job. Some work looks repetitive and is not. A credit decision on a thirty-year account, a quote that depends on what you know about the customer’s plant shutdown, a supplier conversation where the real information arrives in the pause before the answer. If the decision is the work and the typing is incidental, an agent is solving the cheap half.

When the relationship is the product. There are customers who buy from you because of a specific person. Routing their orders through anything they perceive as a machine is a bad trade at any price, and cheaper is beside the point.

And when the process does not exist yet. If nobody can write down how something is done — if the honest answer to “what are the pricing rules?” is “ask Dave” — there is nothing to build against. The first job is getting it out of Dave’s head. A person can learn an undocumented process by sitting next to Dave. An agent cannot. Hiring buys you the time to write it down, which is what makes every later option possible.

This decision is rarely all-or-nothing, either. The common shape: the clean, high-volume slice goes to an agent, the judgement work stays with the people who are good at it, and you do not hire for the typing — so the person you do hire is doing the part of the job you wanted them for.

How to write a per-outcome contract

Outcome pricing is only honest if the count is honest. The contract has to make the count something you can check rather than something you are told. Four things do that.

Define what “done” means, in writing, before anything is built. Not “order processed”. Something like: the order exists in the ERP with the correct customer, lines, prices and ship-to, and the acknowledgement has gone out. Written so both sides read the same record and reach the same answer.

Exclude rework. If an outcome has to be redone because it was wrong, it was not an outcome. One fee, or none. This single clause aligns the incentive properly: whoever is paid per outcome now cares about accuracy as much as you do.

See the count daily, yourself. Not a monthly report that arrives with the invoice. A view you can open and read without asking anyone. An outcome count you cannot inspect is a number you are being told.

State the minimums up front. If there is a floor — a minimum monthly fee, a minimum term — it belongs in the first conversation, not the paperwork. A quiet quarter should not produce a surprise.

Four tests for whether something is an outcome Countable One number at the end of the day, not a judgement call. “Done” is checkable Both sides read the same record and agree, without an argument. The count is yours to see Daily, in something you can open without asking anyone. Rework is excluded If it comes back, it was not done. Nobody pays twice. All four, and it is an outcome Any one of them missing, and it is an activity with a price on it.
Run a proposed outcome through all four before you sign anything. The third test is the one vendors resist, and the one that matters most on month nine.

Checklist: before you choose

Work through these with the calculator open. The answers are worth having whichever option you pick.

  • You know your volume and your growth. Units a month today, and what it was a year ago. If you cannot get that out of your systems in an afternoon, that is the first finding.
  • You have timed the work. Not estimated — timed, across a normal week including the interruptions. Estimates run low by a wide margin.
  • You know your loaded cost of a person. Salary plus payroll taxes, benefits, software, desk. Not the number on the payslip.
  • You have the software quote in front of you. Seats, implementation, and a straight answer on what share of units it finishes without a person.
  • You can name what “done” looks like. One sentence, checkable by both sides. If you cannot write it, no per-outcome contract will protect you.
  • You have a named owner. One person who sets the approval limits and decides what counts as an exception. Not a committee, and not whoever is free.
  • You have asked what happens to the exceptions. Of every vendor, including us. The answer tells you more than the price does.

Where to go next

If the calculator says the volume is not there yet, that is a real answer. Keep the figures and run it again when volume has moved.

If it says the volume is there, the next question is what gets built first and how the money works. Engagement and pricing sets out the two parts — build, then outcomes — and what shadow mode involves before anything is allowed to act. How it works covers the mechanics underneath. If you would rather look at the work itself, the Supply Chain Agents and RevOps Agents pages walk through specific jobs, and the Agent Library lists them all.

And if you want the question answered rather than researched: the Agent Opportunity Assessment takes about three minutes, asks about a dozen questions about how your operation runs, and comes back with the three agents that would pay off first in your business — worked out from your own answers, the same way the calculator above works.

N

Nakul Mehra

Founder, Intellivizz