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AI or a person? Why Dull’s back office uses both

AI does the routine work. A person reviews every exception. You approve anything involving money.

Dull·November 12, 2026

AI and a person

Dull uses AI to extract, check and enter routine back-office records, and a person to review every exception the AI sets aside. Nothing is guessed, and anything involving money or judgment waits for your approval. That split is the whole point: AI is fast and consistent on the routine records, and a person is better at the odd cases that cause real damage when they’re handled wrong.

Why not just AI?

Most back-office work is routine: the same supplier, the same invoice layout, the same fields every week. AI handles that well. But every business also has the strange ones: a supplier who changed their bank details, an order with a handwritten note, a customer paying three invoices with one odd amount. Those are where mistakes get expensive.

Fully automated tools tend to handle the odd cases one of two ways. Either they guess, and you find out later, or they push the problem back to you, and you’re doing the work again. Neither is what you wanted when you tried to get the work off your desk.

Why not just a person?

A person can do all of it, but it takes time to hire them, train them and check their work, and the work stops when they’re sick, on leave or gone. Keying the same fields all day is also tiring, and tired people make typing mistakes. Using AI for the keying lets the person spend their attention on the exceptions.

How the split works at Dull

  1. Extract (AI): details are pulled from what you already receive: emails, PDFs, scans, purchase orders, web forms and spreadsheets.
  2. Validate (AI): every record is checked against your rules: required fields, formats, totals, duplicates, and your customer, vendor and product lists.
  3. Enter (AI): records that pass every check go into your system, like QuickBooks, Xero, your CRM or your order system.
  4. Exceptions (a person): anything that fails a check or looks unusual is set aside. A person reviews it and sends it to you with the reason and the question. It isn’t entered until it’s resolved.
  5. Approval (you): anything involving money or judgment, like paying a bill, a refund or a credit decision, is yours. Dull never moves money.

Every Friday you get a summary: records done, exceptions, turnaround and anything blocked.

The options compared

AR or AP automation softwareOffshore staff or a VAAI with a person checking (Dull)
Who does the workSoftware, set up and watched by your teamA person, trained and managed by you or the agencyAI for routine records, a person for every exception
Odd casesFlagged back to your team, or handled by rules you writeHandled by the person, depending on their trainingReviewed by a person and sent to you with the question
Who checks the workYouYou or the agencyA person at Dull reviews every exception; you get a Friday summary
SetupSoftware rollout, integrations and your time configuring itHiring, onboarding and trainingAbout a week from a 15-minute call
Your toolsOften adds another systemWorks in your toolsWorks in your tools
PricingSubscription, often per user or volumeUsually hourly or monthly per personFlat monthly fee, month to month
Best forHigh volume with a team that can run the softwareVaried work that needs judgment all daySteady, rule-based work and a business with no one free to supervise

Each one fits somewhere. If you have a finance team with time to configure and watch software, automation software may be the better buy. If the work is mostly judgment calls and phone conversations, a trained person is. Dull fits the space in between: high-volume, rule-based work in a business where no one has time to supervise it.

What “nothing is guessed” means in practice

Say a supplier invoice arrives with a total that doesn’t match its line items. A tool that guesses might enter the total and move on. At Dull the invoice isn’t entered. It goes on the exceptions list, a person looks at it, and you get a one-line question: “This invoice’s lines add up to $1,240 but the total says $1,420. Which is right?” Once you answer, it’s entered within one business day.

The same applies to a new customer that isn’t on your list, a purchase order with a product code you don’t stock, or a payment that doesn’t match any open invoice.

Where the line is

Dull doesn’t make payments or move money, run payroll, file taxes, do licensed work, make approval decisions or handle card numbers. In the pilot we don’t call your customers, and we don’t take on medical records. Those limits keep the risky parts with you and keep the work Dull does checkable.

If you’re weighing up the options for an empty seat, read our plain comparison of hiring, temping and handing it off, or see how this works in QuickBooks Online.

Frequently asked questions

Yes. AI extracts the details from your documents, checks them against your rules and enters clean records into your system. Anything it isn’t sure about is set aside for a person.

Yes. A person reviews every exception, and you get each one with the reason and the question. Every Friday you also get a summary of what was done.

The record isn’t entered. It goes on an exceptions list, a person looks at it, and if it needs your answer you get a short question. Nothing is guessed.

No. Dull doesn’t make payments or move money. Bills are entered for you to approve and pay, and anything involving money or judgment waits for you.

Not always. Offshore staff can cost less per hour. The difference is that Dull is a fixed monthly fee, quoted on a 15-minute call, needs no training or management from you, and every exception is reviewed before it reaches you.

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