Answers lead time from current shop load rather than from a standard figure, and says plainly when the honest answer is that you are booked out.
An AI agent for lead time questions answers how soon you could deliver: it establishes the process and quantity, checks against current shop load and material availability, gives a realistic window rather than a standard figure, explains what would move it, and routes expedite requests to a planner. Lead time is quoted more often than any other number in a manufacturing business and is usually the least grounded — a figure repeated from habit, disconnected from the schedule, which planning then has to make true. Buyers with a real date find out it was optimistic when the promise date passes.
Answers from the schedule, not from a standard figure.
Establishes the process, quantity and any finishing required
Checks against current shop load rather than a nominal lead time
Accounts for material availability and procurement time
Gives a realistic window and explains what would move it
Says plainly when the honest answer is booked out
Routes expedite requests to a planner rather than promising
The cost of an optimistic lead time falls entirely after the order is placed: a late delivery, a buyer explaining the delay to their own production line, and a supplier rating that takes a year to recover. Buyers also increasingly ask about current load rather than nominal lead time, because they have learned the difference. Answering honestly is unusual enough to be persuasive, and being booked out is not the disqualifier shops fear — a buyer told in advance will frequently wait or plan around it, whereas one told after the promise date has been missed will not order again. Material availability is the other half, and it is routinely omitted until it is the reason for the delay.
A three-step flow from a delivery question to a real date.
The agent identifies the process, quantity and finishing, because lead time is meaningless without them.
It tests the request against current shop load and the procurement time for the material rather than against a nominal figure.
It gives a realistic window, explains what would move it, and sends expedite requests to a planner rather than committing.
A buyer with a fixed line date and a long-lead material.
Scenario: a shop was quoting a standard lead time regardless of load and had missed three promise dates that quarter. A buyer asks how quickly parts could be delivered, mentioning a fixed date on their own production line. The agent establishes the process and quantity, checks the schedule, and finds the shop is heavily loaded for five weeks. It also identifies that the specified alloy is not held in stock and carries its own procurement time. The honest window is therefore materially longer than the standard figure the shop usually quotes. It says so, explains both components — load and material — and notes that the material could be shortened if an equivalent grade were acceptable, which is a question for the buyer's engineer. The expedite request goes to a planner. The buyer reschedules around a date the shop can actually hit.
Anybody whose promise dates are inherited by production.
Missed dates cost supplier ratings for far longer than the delay.
You inherit promise dates sales quoted without checking.
An honest date is easier to defend than an optimistic one.
Load changes weekly and the quoted lead time does not.
Material procurement is the omitted half of most lead times.
Procurement time is invisible until it is the delay.
Reads the load, checks the material, answers the date.
Holds shop load, process routings and material lead times.
Records the buyer's required date and its driver.
Reflects committed production capacity across the schedule.
Sends the written lead time with its components explained.
Routes expedite requests and fixed-date opportunities to planning.
Compares quoted lead times against actual delivery.
The delivery questions answered from habit.
Questions about quoting dates the shop can hit.
An AI agent for lead time questions answers how soon you could deliver: it establishes process and quantity, checks current shop load and material availability, gives a realistic window, explains what would move it, and routes expedite requests to a planner.
Yes, with a date. Buyers plan around known constraints and rarely punish honesty; what damages an account is a promise date that passes. Concealing load simply moves the disappointment to a worse moment.
Because it is frequently the longer half and is almost always omitted from the quoted figure. A lead time that assumes stock you do not hold is not a lead time, it is a hope with a number attached.
No. Expediting means displacing other work, which is a planning and commercial decision with consequences for other customers. The agent should capture the request and the required date and route it.
Your scheduling system, and its accuracy is the limiting factor. A schedule that does not reflect reality will produce confident wrong dates, which is worse than the standard figure it replaced.
Usually that one process or one material is consistently underestimated. Most shops have a general sense of this and no number, and the pattern is normally narrower than people expect.
It loses some to shops quoting dates they will miss, and keeps accounts that would otherwise have been lost after the first late delivery. Which trade you prefer is a real commercial choice worth making deliberately.
Answers lead time from current shop load rather than from a standard figure, and says plainly when the honest answer is that you are booked out.