Agents Do the Research. Reps Make the Call.
Where agent work ends and a rep’s judgment begins in go-to-market, and why keeping a person on the send makes the agents better over time instead of slower.
Published: Thu Oct 01 2026
There is a real argument happening about how much of go-to-market an agent should run, and the people on the receiving end have already settled most of it. Research, enrichment, qualification, and first drafts are welcome. Outreach sent on autopilot is not, and the people reading it can tell within a sentence.
The position we take is simple: agents do the research and the drafting, and a rep decides what goes out. That is not caution about the technology. It is a view about what each side is good at, and about what makes the whole system get better instead of louder.
Two Questions That Get Mixed Up
Most of the debate blurs two questions: what work an agent can do, and what work an agent should finish on its own.
Agents are good at the first kind of work. They can sweep public sources on an account, summarize what changed, match signals to the right company, score it against your ideal customer profile, and write a tailored first draft, across more accounts than any team could cover by hand.
Deciding whether a specific message should reach a specific person this week is a different kind of work. It depends on things that rarely sit in a data set: the conversation a colleague had with them last month, the reorg you heard about, whether this is a moment to reach out at all.
The mistakes are not the same size either. A weak research brief or a clumsy draft takes a minute to fix before anyone sees it. A badly timed or misdirected message reaches a real person in your company's name, and you cannot take it back.
What the Agent Should Own
Give agents the work that is high-volume and easy to check: researching the company and the people behind it, summarizing recent activity, qualifying the account against your ICP, and drafting the email and the follow-ups. This is the work that grows with every account you watch, and it is the work reps most often skip when the week fills up.
When an agent takes it on, the rep stops starting from a blank page. They start from a brief and a draft that already know who the account is and what it did.
What the Rep Should Keep
The rep keeps the judgment: whether to reach out at all, when, in what tone, and with what context only they have. These are fewer decisions than writing every message from scratch, and each one carries more weight.
This is not a checkpoint for the sake of control. The rep's call is where the context lives, and it is the part that makes the next draft better.
Why the Person in the Loop Makes the Agent Better
Every time a rep edits a draft, drops one, or sends it as written, they are telling you something about the agent's instructions. If reps keep rewriting the opening line, the instructions are wrong about your positioning. If they keep skipping a certain kind of account, your ICP needs tightening. If drafts start going out untouched, the instructions finally describe what good looks like for your team.
That feedback only exists because a person stayed on the send. Take the rep out and you lose the signal that tells you what to fix, so the volume goes up and the quality stays where it was. Keep the rep, and the agents can take on more accounts over time, because the work they hand over keeps getting closer to what the team would have written.
How It Works in Logspot
In Logspot, this is the Act stage of the loop, and it runs on Actions.
A signal starts it. When a target account visits your site, lands on a high-intent page like pricing or docs, or comes back within a week, Logspot records a signal. An action triggered by that signal runs an agent for the company behind it: Prospect Research writes a brief on the company and its contacts, Lead Qualification scores it against your ICP, and Outreach Draft writes a cold email and a LinkedIn sequence.
The result goes where your team already works: Slack, email, HubSpot, Clay, or a webhook. Logspot drafts the outreach. It does not send it to the prospect. The rep reads the brief, decides whether the moment is right, and sends, edits, or drops the draft.
The agents work from your Company Profile and any instructions you add to the action, so the edits reps keep making tell you exactly what to change there. A cooldown keeps a busy account from being researched over and over, and every action checks the person's recorded consent before it runs.
Mistakes That Undo It
If reps rewrite every draft, the problem is the agent's instructions, not the reps. Fix the profile and the instructions instead of absorbing the rework.
If sending turns into a rubber stamp, the feedback stops meaning anything and the quality drifts.
If a rep cannot see what the agent based a draft on, trust goes quickly, and the drafts stop getting read.
What to Measure
Track the agents' work and the reps' judgment together: how many accounts the agents covered, how many drafts reps sent, edited, or dropped, how long it took from signal to send, and how replies compared with outreach written from scratch. If the share of drafts that go out with light edits keeps climbing, the loop is working.
The Short Version
Agents widen what your team can prepare. Reps decide what actually goes out, and their decisions are what make the agents better. Start with one signal and one Outreach Draft action, send the result to the channel your reps already watch, and see what they do with it.