Hand inbound questions to AI only when the answer is already written
Only hand a first response to AI when the answer is already written down as text of your own.
Key points
- Hand over what you can answer in writing
- Pricing and scope keep coming to you
- Let the customer pick AI or a person
- Log hand-offs, write them up next month
Contents
Hand over only the questions you have already written down
A&A perspective
First response here means the first exchange between an inquiry arriving and you reading it and writing back.
A&A perspective
The company writing this article, Automate & Augment (A&A), designs and builds ways of working that hand settled procedures to AI and leave the judgement with a person.
A&A perspective
Seen from there, there is one way to decide. What you look at is not the accuracy of the answer, but whether you have already written that answer down as text of your own.
From the sources
Carl Johnson, who leads new-business sales at Anthropic, published an article on 30 September 2026. It describes putting AI on the company's own inquiry desk, answering the questions of people who want to buy and walking them through to the purchase.
From the sources
Before this desk was built, reps spent their days answering questions the company's documentation already covered, the article says. What customers wanted to know was what a plan costs and the minimum number of seats a contract needs. Both answers were in the documentation.
A&A perspective
The article was written to explain the company's own product; it is not an outside audit. We read it on that footing.
A&A perspective
A&A takes that article as the starting point. What could move to AI were the questions whose answers already existed as text. They did not move because a more accurate model was chosen.
A&A perspective
So what you look at before handing a question over is not the AI's capability but your own desk. For that question, is there text of your own you could send to the customer right now? If there is, you can hand it over. If there is not, you cannot yet.
Hypothetical example
Say someone asks how the work proceeds. If a procedure document exists, the text is there. A question like "what does it cost at this size" has no text to send while the price sheet is still moving every month.
A&A perspective
Hand a question over with no text behind it and the AI assembles a plausible answer from whatever is at hand. The customer receives it as the company's reply. A promise you never made yourself now stands as the company's promise. Withdrawing it falls to you.
Send the unwritten questions to yourself
A&A perspective
Keeping the unwritten questions is not about shouldering the load. It is that those questions point at the parts of your offer you have not settled yet.
A&A perspective
While the offer is still moving, neither pricing, nor the scope you take on, nor the way you set delivery dates becomes text. Those three are also the first things a customer asks.
From the sources
Paul Graham, a writer who has advised companies in their earliest days, published an essay in July 2013. It gathers the value of work done by hand as advice to a young company.
From the sources
The most common thing at a company that has just started, he writes, is recruiting users by hand, one at a time. You cannot wait for users to come to you, he says. You have to go out and gather them yourself.
From the sources
In the same essay Graham writes that you may do by hand, for now, the things you plan to automate later. The reason he gives: when you finally automate yourself out of the loop, you will know exactly what to build, because you will have the memory of having done it yourself.
A&A perspective
The same thing applies to a service firm's inquiry desk. Continuing to take the questions that are not yet written down is not an inefficient state; it is the state of writing them.
A&A perspective
Every time you answer one yourself, that answer becomes text once. The reply you sent is that text. Keep the replies instead of discarding them and next month the question can move to the written side.
Hypothetical example
Say you answered "how far does maintenance go" three times this month. Those three replies are already the draft of the text that explains the maintenance scope. Merge the three into one and you can hand the question over from next month.
A&A perspective
Hand that same question to the desk from the start and the three exchanges never reach you. You also lose the chance to learn, in the customer's own words, where the scope line should fall.
| What to look at | Answer already written | Answer not written yet |
|---|---|---|
| Route | Hand it to AI | Send it to yourself |
| Why | A sendable text exists today | The offer is still moving |
| Typical question | How the work runs, hours of reply | Price, scope, delivery dates |
| Next month | Keep it with the agent | Write it up, then move it over |
The customer picks the agent or a person
A&A perspective
Even once you have settled the split, the customer can see none of it. All they see is whether what they are talking to is a person.
From the sources
The Anthropic article says the company deliberately left the choice between the AI and a rep with the customer. At the start of the conversation the customer picks which to talk to, by their own preference.
From the sources
The same article divides the endings of a conversation into three: the buyer goes straight to checkout, the buyer is handed to a rep, or a quick answer is all that was needed. On a hand-off, the AI explains the reason each time.
A&A perspective
Those three endings work as they are for a small service firm. When the endings are fixed at three, you can decide in advance which conversations reach you.
A&A perspective
Letting the customer choose leaves a way out when you get the split wrong. You thought a question had written text behind it and sent it to the AI, but the customer actually wanted to discuss scope. In that case the customer can call a person themselves.
Hypothetical example
Say the first line of the desk reads: "Pricing and how the work runs are answered here. Scope and delivery dates go straight to a person. Which would you like?" The customer chooses without hesitating.
A&A perspective
Letting them choose means keeping the route to a person on the same screen. Written small under the inquiry form, it will not be noticed.
A&A perspective
What to avoid is hiding the route to a person. When the route is invisible, the customer rephrases the same question and tries again and again. The exchanges multiply and what reaches you arrives later.
From the sources
The same article says Anthropic's desk holds thousands of conversations a day. Customers came to get their answers without waiting for a scheduled call or several days of email.
A&A perspective
The order of magnitude is nothing like a one-person or few-person company. What you can take from it is not the volume but the way the entrance is built.
Every hand-off reason is next month's writing
A&A perspective
The split is not decided once and left alone. As the text grows, so does the side you can hand over.
From the sources
The Anthropic article says the AI explains its reason each time it hands a buyer to a rep. The common early reason was that the customer could not get all the way through on their own. A way to buy without talking to anyone was in place, the article says, but on its own it was not enough.
From the sources
The same article says the company used those reasons to fix how the desk worked. As a result, the share of conversations that needed a person in order to close fell by about half.
A&A perspective
A&A does not take that figure as a forecast for a smaller company. It is self-reported by a company handling thousands of conversations a day, and neither the comparison nor the period is published. What is usable is the procedure, not the share.
A&A perspective
The procedure has three parts. Leave one line of reason at the moment of the hand-off. Count the reasons at month end. Write up the answers as text of your own, most common first.
A&A perspective
The place to write the reason is the same place the hand-off arrives. Add a step of copying it into a separate sheet and the busiest months are the first ones that go unwritten.
Hypothetical example
Say this month's hand-off reasons were "scope check" nine times, "delivery dates" four times and "past work" twice. What you write before next month is one page explaining scope, and nothing else.
A&A perspective
Write that one page and next month the desk can answer the scope question. Fewer conversations reach you, but the only ones that stop are the ones whose answer you have already settled. Anything still undecided reaches you as before.
A&A perspective
There are cases where adding text month by month is not needed. If the offer is already settled and recurring work is most of the revenue, nearly every question lands on the written side, and the sorting work itself becomes unnecessary.
Summary
A&A perspective
Whether a first response can go to AI is decided not by the accuracy of the answer but by whether you have already written that answer down as text of your own.
A&A perspective
Questions that already have text you could send go to AI. Questions that are not yet text, pricing and scope among them, come to you.
A&A perspective
At the start of the conversation, let the customer choose between AI and a person. Even if you get the split wrong, the customer can call a person themselves.
A&A perspective
Leave the reason for every hand-off and add it to your own text the following month. Each page you write widens the side you can hand over.
A&A perspective
If your offer is already settled, you do not need this split. Nearly every question lands on the written side.
Whether a first response can go to AI is decided not by the accuracy of the answer but by whether you have already written that answer down as text of your own. Questions with sendable text go to AI; questions that are not yet text, pricing and scope among them, come to you. Let the customer choose between AI and a person at the start, and a wrong split still reaches a person. Leave the reason for every hand-off and add it to your own text the following month. If your offer is already settled you do not need this split, because nearly every question lands on the written side.
FAQ
Even when the answer is not written down, is it not faster to let AI draft it and fix it myself?
You can let it draft. The split is about who decides the reply that reaches the customer. As long as you fix the draft and send it yourself, that question is still on your side. The problem starts when the fixing step is dropped and the draft goes out as it is.
With very little written down yet, almost nothing is left to hand over.
One or two is enough to start. Pick the question that comes most often and write up only that answer. Each page you add widens the side you can hand over, so building the desk and writing the text belong to the same stretch of work.
If customers can choose between AI and a person, will they not all choose a person?
Some will. The choice settles the entrance, not where the answer comes from. Even in a conversation that chose a person, a question with written text behind it gets that text back. The point of the choice is not to cut volume; it is that a wrong split still lets the customer call a person.
Sources & editorial note
Primary pages read for this article. Publication dates below belong to the sources; access dates record our research.
- How Anthropic's sales team rebuilt inbound with Claude Managed Agents
Anthropic · September 30, 2026
Accessed 2026-10-21 - Do Things that Don't Scale
Paul Graham · July 2013
Accessed 2026-10-21