How do customer requests reach AI coding agents quickly?
By Soumen Sarkar · October 2026
Short answer: Put the customer's own words where the agents and the product owner can both read them, let the product owner confirm the intent in a line, and let an agent build from that. The request stops queueing behind meetings and starts moving at agent pace.
Where do requests usually wait?
A customer writes to support on Friday: they need to export their invoices as a spreadsheet for their accountant. The request is clear and small. Agents could build it in an afternoon. But first it has to travel: support writes a ticket, the product manager reads it on Tuesday, it's discussed on Thursday, and it's picked for the next cycle. The customer's voice is the slowest thing in the whole chain, not because anyone is slow, but because it's passed from person to person.
How does the request move faster?
Treat the customer's request like any other piece of team context: written once, where everyone who needs it can read it, and answered in a line.
- The customer's own words go where the work is. Support adds the request, quoted, against the part of the product it affects, not only in a ticket queue.
- The product owner confirms the intent. "Yes: invoice exports as CSV, one row per invoice. Not a full accounting export." One line, recorded as a decision with its reason.
- An agent builds from it. It reads the request and the decision before it starts. Anything still unclear, it states as an assumption ("Assuming amounts are exported in the invoice's own currency") and keeps going.
- The work reports back. When it lands, support sees a plain-language note of what shipped and can tell the customer the same day.
What does that look like?
Friday at 4pm, the request arrives. Support quotes it against Invoices · lib/invoices. At 5, the product manager confirms the intent from her phone. An agent picks it up that evening, states one assumption about currencies, and finishes the export. On Monday morning, the product manager confirms the assumption, the change lands, and support writes back to the customer before lunch: "It's live. Here's how to use it."
Why does this matter?
Customers notice the pace of a product in the time between asking and getting. When their words reach the work directly, and every step after that is visible, a team with agents can answer them in hours. That's taking everyone with you, including the people the product is for.
Campfyrr keeps requests, decisions and assumptions against the part of the code they affect, briefs every agent that touches it, and writes plain-language updates support can pass on. See also how product managers keep up with what agents are building.
Words used here
- Assumption: An assumption is the best available answer to an unknown, stated and acted on, kept visible so anyone can correct it.
- Decision: A decision is a call made in the work, recorded with its reason at the moment it is made, so it travels to everyone who touches the same ground.
- Landed: Landed means work that finished, shown with what it turned out to be compared with its plan.
The principle behind this: Keep moving: The work never waits, and neither do we.
Move as one at agent speed. Nobody waits. Add Campfyrr to Claude: it briefs every agent before it touches the code, keeps assumptions and handoffs where the team can see them, and never takes your code (what it keeps).