peekgenticThe work your team never had time for
Most talk about AI in the office is about doing today's work with fewer people. The bigger change for a mid-size company is the work nobody does today because a person's time cost too much: checking every vendor confirmation, filing every job photo, answering every reply. What that looks like, and how to find it in your own office.
In brief
Every office has checks and follow-ups that get skipped because there isn't a person free to do them every time: matching each vendor confirmation to its PO, photographing every finished job, reading every customer email for a changed date. Software that reads emails and documents can now do that work on every item, for a small cost per item, while a person approves what matters. Investors call this “newly economical work.” For a 40 to 400 person company, it means the same team catches more mistakes and takes on more work without the next hire.
- Every office skips checks and follow-ups because a person's time cost too much to do them every time.
- Software that reads emails, PDFs and photos makes those checks cheap enough to run on every item.
- Investors call it newly economical work or service as software; Foundation Capital estimates the opportunity at $4.6 trillion.
- It isn't about cutting staff: nobody was doing this work, and a person still approves what matters.
- Find it by asking each desk what they would check every time if they had an extra person.
The work that quietly gets skipped
Walk through almost any office at a manufacturer or distributor and ask, "What would you check every time if you had an extra person?" The answers come fast. Every vendor confirmation, to catch a price or ship date that changed. Every customer email, in case someone asked to move a delivery. Every finished job, photographed before it ships, so there's proof when a claim comes in.
None of that is unusual work. It's skipped because the math never worked. A person checking every confirmation costs a salary. Checking some of them, when someone has a minute, costs nothing up front. The skipped ones show up later as a wrong invoice, a missed delivery or an argument with a customer.
The question isn't "what can we stop paying people to do?" It's "what have we never been able to afford to do?"
Why it's worth doing now
Two things changed. Software can now read the messy things these checks depend on: emails, PDFs, scanned forms, photos. And the cost of reading one more item is small, so doing the check on every item stops being a staffing question.
Investors have started describing this as a category of its own. Bessemer Venture Partners describes vertical AI as software that targets “the high cost repetitive language-based tasks that dominate numerous verticals”. Foundation Capital calls the shift “service as software”: instead of selling a tool, the vendor takes responsibility for the result. Foundation sizes that opportunity at about $4.6 trillion, adding up global salaries in several job functions and the money spent on outsourced services. That's an estimate of potential, not money anyone is spending today.
For a mid-size company, the useful part isn't the size of the market. It's the idea that the most valuable work to hand to software is often work you aren't doing at all.
Five examples from real offices
These are from programs we've built and run for a manufacturer, plus one from our own office. Each one was work the team knew mattered but couldn't do every time.
Then and now
| The work | Before | Now |
|---|---|---|
| Vendor confirmations | Spot-checked when a buyer had time | Every confirmation checked against the original PO; price, quantity and date changes flagged |
| Job photos | On someone's phone, if anyone took one | Every finished job photographed and filed to the right job folder, findable by job or customer |
| Priority email on the floor | Read when someone got back to a desk | Read out to the floor team and followed up until someone answers |
| Bills of materials | A buyer worked through each one line by line | Upload the BOM; the full buy list comes back for the buyer to approve |
| Replies to our own outreach | Answered when the owner had a minute | Every reply logged and a response drafted within minutes; a person reads and sends it |
In every case a person still makes the call. The software does the reading, the matching and the remembering. The person approves, fixes or ignores what it flags.
Why this isn't about cutting staff
Doing today's work with fewer people is the first thing most owners think about, and the first thing employees worry about. Newly economical work is the opposite. Nobody was doing it, so nobody loses it. The buyer who used to spot-check confirmations now spends that time on the vendors who actually changed something.
It also changes what growth costs. A company that catches every changed ship date and answers every customer the same day can take on more orders with the same office. That's the version of AI most mid-size companies actually want: grow without the next hire, not shrink.
Your ERP stays the record
None of this means replacing the system you run on. The checks happen around it: the software reads the email, compares it to what's in Sage, Epicor or QuickBooks, and writes back only what a person approves. Your ERP stays the system of record; the software does the typing and the checking. We wrote more about that in automating without replacing your ERP.
How to find it in your own office
- Ask each desk one question: "What would you check or follow up on every time if you had an extra person?" Write down every answer.
- Keep the ones tied to a document. If the check starts from an email, a PDF, a form or a photo, software can usually read it.
- Put a cost on what it misses. One wrong invoice, one missed delivery, one lost warranty claim a month. You don't need precision, just a rough number.
- Start with one. Pick the check with the clearest cost and run it on every item for a month, with a person approving what it flags. Then measure what it caught.
Common questions
What is newly economical work?
Work a business has always wanted done but couldn't justify paying a person to do every time, like checking every vendor confirmation or filing every job photo. Software that reads documents makes the cost per item small enough to do it on every one.
What is service as software?
A term from Foundation Capital for AI that delivers a finished result instead of a tool: the vendor is responsible for the outcome, like orders entered or invoices matched, rather than selling software your team has to run.
Does AI replace office staff?
For this kind of work, no. These are checks and follow-ups nobody was doing, so nobody loses them. The person approves what the software flags and spends their time on the exceptions.
Do we need to replace our ERP to do this?
No. The software reads the email or document, compares it to what's in your ERP, and writes back only what a person approves. Your ERP stays the system of record.
Where should a mid-size company start?
Ask each desk what they would check every time with an extra person, keep the checks that start from a document, and run the one with the clearest cost on every item for a month.
Sources
- Foundation Capital, “AI leads a service as software paradigm shift”
- Nasdaq, “RIP Legacy Cloud. Long Live Vertical AI” (on Bessemer Venture Partners' State of the Cloud)
- Bessemer Venture Partners, Building Vertical AI, January 2026
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