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 public profile, identify any leadership changes in the last twelve months, check for a recent announcement, 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 leadership change, often one of the more useful signals for BD outreach, 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 the draft has to be redone rather than the plan adjusted.

Building the habit

Teams 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 a leadership change and a recent funding or expansion announcement 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.

A short note on plans that look reasonable but skip context

A plan can list all the right steps in the right order and still miss something a person would have caught instantly, whether this particular prospect was already contacted last quarter and declined. Plan review catches missing steps well; it does not substitute for a person's memory of the relationship, which is a separate check worth keeping even after plan review becomes routine.

A short note on communicating the approval framework to a new client

A prospective client asking how AI fits into a firm's process generally responds well to a short, specific answer describing exactly where the approval gates sit, rather than either an overly technical explanation or a vague reassurance. Being able to describe the process in two or three plain sentences is itself a sign the process is well designed, since an overcomplicated answer often reflects an overcomplicated, and less reliable, underlying process.

It is worth rehearsing that short answer before a client actually asks, rather than improvising it in the moment. A firm that has to think hard about how to explain its own review process has usually not thought hard enough about the process itself.

A final word on trust building over time

Trust in an agentic system should be earned incrementally and specifically, expanding what runs with less supervision only for the exact task categories that have built a real track record, rather than as a general, across-the-board loosening once a tool has performed well a few times. Specific, task-by-task trust is more resilient than blanket trust, because a failure in one category does not have to force a rethink of everything else the system does well.

VIPMarketing Editorial