Does this step need AI, or just a rule?
AI or automation? Most office steps are rules that run for nothing. An accounting firm's quote request step by step, what AI costs to run, and when to skip it.
Founder & Engineer
Picture an office manager at an accounting firm with six accountants and three vendor pricing pages open. Each charges extra for “AI”, and on two of them the AI feature is a text that goes out when a call rings out.
That text is a rule, and most of an office workflow is rules and lookups: built once, then they run for nothing. A model earns a place only on the steps that read or write free text, and the price stays with a person. Label your steps and you’ve found most of the cost.
Why everything says AI this month
Three major AI labs each shipped a new flagship model in the last two weeks: November 12, November 18 and this Monday or Tuesday, depending on who you ask (TST Technology), and small-business vendors spent those weeks adding AI to their pricing pages.
Some of it is real. Intuit said in July that agents would start working inside QuickBooks (Insightful Accountant), and Google bundled its assistant into Workspace and raised Business Standard from $12 to $14 a user a month (PCWorld). Much of the rest is relabeled. RealScout says most tools sold to real estate agents as AI “are rule-based automation” (RealScout). Knowing which steps are which is how you know the price.
Rule, lookup or judgment?
We sort every step into one of three before we price anything.
- A rule does the same thing for the same input, every time. Call missed, send a text. Form submitted, create the lead and tell the office manager.
- A lookup is a rule that checks a list or a calendar first. Do we prepare this kind of return? Is Thursday morning open?
- A judgment is a step two reasonable people might do differently: reading a rambling voicemail, writing up the scope, setting the fee. A model can help here, and only here.
Most offices run almost entirely on the first two. NFIB’s March 2025 survey found 24% of small employers using AI and 76% not (NFIB), and Verizon Business put marketing and social posts first among uses, at 28% (Verizon Business). The 76% aren’t behind. Their work is rules and lookups.
A quote request, step by step
A business owner wants a price for their books and taxes. It arrives as a web form, or as a missed call at 7:40 in the evening, and it has to become a sent proposal and a new client, or a polite no.
A quote request, from arrival to follow-up
Request arrivesRule
A form comes in or a call rings out, and a lead record is created with the number, time and source.
AcknowledgementRule
Within a minute the prospect gets a text: we have your request, here’s what happens next, and a link to book. The only running cost is the text fee.
Qualifying questionsJudgment, model drafts
Type of business, what they need, how far behind the books are, last year’s return. The fields are a rule; reading a voicemail into them is the judgment. A model drafts, a person checks.
Fit checkLookup
The request is checked against the work you take on. Outside it, a kind decline and a referral.
AvailabilityLookup
Your calendar offers the next two open consultation slots.
Proposal wordingJudgment, model drafts
A draft of the scope and exclusions, built from the answers and your past proposals for similar clients. A small per-run charge, plus a minute to read it.
PriceJudgment, person only
A person sets the number. The system shows your past fees for similar clients beside the draft and leaves the total blank.
SendingRule
Once you approve it, the proposal goes out the way the prospect came in, with a link to accept or ask.
Follow-upRule
A nudge on day 2 and day 5, a last one on day 10, then the lead is marked cold. Any reply stops the sequence and goes to a person.
Six of the nine are rules or lookups. Two are judgment where a model drafts and a person reads, and one stays with a person. A clinic’s intake or a brokerage’s lead reply has the same shape.
What each label costs to run
Rules and lookups are a build cost and then nothing. A model step costs a little every run, billed to your own account with no markup from us, and someone reads each draft, which is the real price.
| Label | Per 1,000 runs | What it needs |
|---|---|---|
| Rule | $0, a text fee aside | Built once, then nothing |
| Lookup | $0 | A list or a calendar to check |
| Judgment with a model | About $5, at half a cent a run | A review screen, a log and a person who reads the draft |
In the same survey, run with PayPal, 51% of owners were “Explorers” and 34% saw no clear use case or return (PayPal Newsroom). Labeled steps are that evidence: six free rules plus two drafts a person approves can carry a fixed price.
In the Bipartisan Policy Center’s 2023 poll, cost was the top barrier at 55%, and 48% didn’t know which tools to use (Bipartisan Policy Center). Two years on, the model steps in a workflow like this run a few dollars a month.
Where a person stays in charge
- Any dollar figure the client will hold you to. Fees, retainers, scope changes, refunds. A model shows what you charged last time; you write the number.
- Any professional judgment. Whether an expense is deductible or a return needs amending is a CPA’s call. The system gets them the documents and history before the meeting.
- Any reply from an upset customer. A rule notices it came in; a person reads it.
At five proposals a month, the nine steps are a template, a shared calendar and a phone reminder. Start instead with whatever costs you most, usually step 1 or step 9: the call that rings out or the quote nobody chased.
The system takes the typing and the remembering. The owner still sets the fees.
Write the process that annoys you most on one sheet, one line a step, and mark each line. If most say rule or lookup, you need automation built well, not this month’s new model.
Benjamin J. Ververis
Questions owners ask
How do I tell whether a vendor’s feature is AI or just a rule?
Ask whether it behaves the same way every time for the same input. If yes, it’s a rule or a lookup. If it writes, summarizes, reads free text or picks between unclear options, a model is involved, and you can ask what it costs per run and who reviews it.
Is a missed-call text-back AI?
No. It’s a rule: when a call goes unanswered, send this text. It needs no model, costs nothing per run and does the same thing every time.
What does AI actually cost to run once the system is live?
For a quote workflow, a few dollars a month, paid straight to the AI provider through an account in your name. We add no markup, and the written plan says what the charge covers.
How do you keep a model step reliable?
Keep it to the steps that need it and put a person after it. A model drafting the wording of a proposal for someone to read works well. The fee itself stays with a person, and we build it that way.
What if my quote volume is small?
Then start somewhere else. A good template and a checklist serve a firm that quotes five new clients a month. Automate the part that costs you the most, usually the missed call or the follow-up that never happens.
Do I need to pick one of the new models?
No. The few steps in a quote workflow that use a model work on any of the current ones, and we can switch later without rebuilding. The rules and lookups, which are most of the system, don’t touch a model at all.
Sources
- TST Technology, AI updates, November 2025 (November 2025)
- RealScout, Real estate AI automation guide
- PCWorld, Google couldn't sell AI for Workspace, so it upped the price and bundled it (2025)
- Insightful Accountant, Intuit to introduce agentic AI within QuickBooks on July 1st (July 2025)
- NFIB, Small Business and Technology survey (June 2025 (fielded March 2025))
- Verizon Business, State of Small Business Survey, sixth edition (May 2025)
- Reimagine Main Street, Small business AI survey press release (June 10, 2025)
- PayPal Newsroom, Beyond Efficiency: Small Businesses Look to AI for Competitive Edge (June 10, 2025)
- Bipartisan Policy Center, Poll shows small businesses are interested in and benefit from AI (2023)
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