Explains how long work like theirs typically takes and when you could realistically start, so an impossible deadline is discussed on day one rather than in a proposal.
An AI agent for timeline questions answers the two scheduling questions every consulting evaluation contains: how long does work like this take, and when could you start. It gives realistic durations drawn from comparable delivered work, states current availability honestly, establishes what is driving the prospect's date, and flags where the two cannot meet. Both questions are usually answered late and optimistically. Duration is compressed to sound competitive, and start date is deferred to the proposal — with the result that a prospect with a genuine deadline discovers in week three that the firm cannot meet it, having invested the same three weeks.
Answers both scheduling questions, honestly, early.
Gives realistic durations from comparable delivered work
States current availability and realistic start dates
Establishes what is actually driving the prospect's date
Distinguishes a hard deadline from a preference
Flags where the required and achievable timelines cannot meet
Routes deadline-driven opportunities to a person quickly
Compressing a duration to sound competitive is the most reliably self-defeating thing a consultancy does. It wins a proportion of deals that then fail visibly, and the failure is attributed to competence rather than to the estimate. Being honest about duration is also unusual enough to be persuasive: a firm that says a piece of work takes four months, and explains what makes it four rather than six weeks, sounds like one that has delivered it before. The availability half matters just as much and is rarely mentioned until late — a firm with no capacity for two months should say so on day one, because a prospect with a hard deadline is better served knowing, and will come back.
A three-step flow across both scheduling questions.
The agent answers how long comparable work has actually taken, with the factors that move it, rather than an optimistic headline.
It says when the firm could realistically start, including when the honest answer is not for some weeks.
It establishes what is driving the date and whether it is fixed, then flags any gap between required and achievable to a person.
A prospect with a regulatory deadline six weeks away.
Scenario: a firm was quoting optimistic durations and had two live projects running visibly late. A prospect asks how long a compliance-driven implementation takes and says they need it complete in six weeks. The agent answers from comparable delivered work: this kind of implementation has typically taken around four months, and it explains the two factors that drive that — data migration and third-party integration sign-off. It then asks what the six weeks is anchored to and learns it is a regulatory date that genuinely cannot move. That is a real gap, and it is stated plainly rather than hedged. It also notes that firms sometimes stage such work to meet a regulatory minimum first, which is a real option rather than a promise, and routes the opportunity to a principal the same day. The prospect gets an honest answer in an hour instead of an optimistic one in three weeks.
Anybody whose delivery reputation depends on the estimate.
Optimistic estimates win deals that damage your reputation.
You deliver whatever timeline sales agreed to.
Availability is a real constraint that gets hidden until late.
Start dates promised without checking capacity land with you.
Deadline-driven work is where honesty pays fastest.
Saying you are busy loses fewer deals than saying you are not.
Answers duration, states availability, tests the deadline.
Holds typical durations from delivered work and the factors that move them.
Records the required date, its driver and whether it is fixed.
Reflects real delivery availability rather than an assumed start.
Sends the written explanation of duration and what drives it.
Routes deadline-driven opportunities to a principal quickly.
Compares quoted durations against actual delivery over time.
The scheduling questions answered late and optimistically.
Questions about being honest on timelines.
An AI agent for timeline questions answers how long work like this takes and when you could start: it gives realistic durations from comparable delivered work, states availability honestly, establishes what is driving the prospect's date, and flags where the two cannot meet.
It loses some, and they are mostly deals that would have failed. The visible cost is a lost opportunity; the hidden cost of the alternative is a late project, a damaged reference and a delivery team that stops believing the estimates.
Yes, with a date. Prospects respect it and frequently wait, and the ones who cannot were never winnable. Concealing it produces a start date you miss, which is a worse first impression than a delay you disclosed.
Because most dates are softer than they sound, and the few that are not are absolute. A regulatory deadline and a preference expressed as a deadline require completely different responses, and they are stated identically.
Delivered projects, not proposals. Firms that estimate from previous estimates compound their own optimism, and the gap between quoted and actual duration is usually the most sobering report a consultancy can produce about itself.
It can note that the approach exists, which is useful because buyers rarely think of it. Whether it applies to their situation is a consulting judgment and should be presented as an option for discussion, not as an offer.
It is the single most valuable byproduct. Most firms have no systematic view of how their estimates perform, and the pattern usually points at one or two phases that are consistently underestimated.
Explains how long work like theirs typically takes and when you could realistically start, so an impossible deadline is discussed on day one rather than in a proposal.