July 12, 2025

Planning: Why an Agent Breaking Down a Task Is Worth Watching

One underrated feature of a well-built agent is that it produces a plan before it acts, a short list of the steps it intends to take. That plan is one of the more useful things a person can review, and it is often skipped.

What a plan looks like

For a research-and-draft task, a plan might read: pull the target's latest annual filing, identify any leadership or auditor changes in the last twelve months, check for a recent press release, then draft an outreach note referencing the most relevant finding. Laid out this way, a person can catch a bad plan before any work happens.

What reviewing the plan catches

If the plan skips checking for a recent auditor change, often one of the more useful signals for advisory and audit-adjacent firms, a person reviewing the plan catches that gap in ten seconds. Catching the same gap after the agent has already produced a finished draft costs much more time, because now the draft has to be redone rather than the plan adjusted.

Building the habit

Firms that get the most value from agentic tools build a habit of glancing at the plan before letting the agent proceed, at least for anything client-facing. It is a small step that catches a disproportionate share of avoidable mistakes, and it takes less time than reviewing the finished output for the same gap.

Making plan review fast enough to actually happen

A plan review only becomes a habit if it takes under a minute. That means the plan itself needs to be short, five or six steps in plain language, not a long technical trace, and it needs to appear before any work starts, not buried in a log a person has to go looking for. Tools that surface the plan clearly and briefly make this habit easy to keep; tools that bury it make the habit die within a few weeks, however well-intentioned the initial adoption was.

What good plan review looks like in a live example

For a proposal-research task, a strong plan explicitly lists checking for an auditor change and a leadership change as separate steps, rather than folding them into a vague 'review recent news' step. The specificity of the plan is itself a signal of whether the underlying tool has been built with real business-development use cases in mind, or adapted from a more generic research template.

Where this leaves a firm

None of this is complicated in principle, which is exactly why it gets skipped under deadline pressure. The question worth returning to before treating letting a tool act across several steps responsibly as settled is what a careful reader would actually notice if the firm got it right. On the point raised above under “what a plan looks like,” the answer is usually specific rather than clever: a well-built agent lays out its planned steps before acting. Firms that build this expectation into how they train new associates find it easier to sustain once experienced staff move on, because the standard lives in a documented habit rather than in one person's memory. The gap between a firm that talks about letting a tool act across several steps responsibly and a firm that actually practices it shows up over several quarters, not in any single engagement, and it tends to show up most clearly in the small, unglamorous checks that a client never sees directly but benefits from anyway.

It also helps to name, plainly, who is responsible for keeping this working once the novelty of a new tool wears off. Someone should own the point raised under “what reviewing the plan catches,” check it periodically rather than assume it stays true on its own, and be the person a colleague asks when a new situation does not fit the pattern described here. Put simply: make plan review a habit for anything that will reach a client. That kind of ownership, named and specific, is a small addition to a firm's process, and it is usually the difference between a good idea that is followed for a month and a standard that actually holds up over a year of real client work.

None of this needs to be elaborate to be effective. A short, dated note in a shared file, reviewed at the next quarterly check-in, is usually enough to keep the responsibility from quietly disappearing when the person who first cared about it moves on to something else.

VIPMarketing Editorial