A sales agent writes call briefs and notes and hands sensitive cases to a person

The task

Five sales reps handled a growing stream of inbound leads. According to the source, sorting and answering inbound requests took up the whole working time of one rep, and every demo call came with a block of admin work: researching the company beforehand, writing notes during and after the meeting, and updating the CRM afterwards. Requests from personal email addresses and support questions also landed with the sales team and had to be passed on by hand. With limited hours, the team could only give real attention to the strongest leads.

What they did

The team built the agent after two earlier sales agents and kept what those taught them: one shared pipeline for every kind of task, a switch that can turn each feature off, and metrics recorded from the first day so that results can be measured later. The agent works inside Slack, where the team already spends its day. Before each call it writes a brief on the account. After the call it drafts notes from the transcript and fills in most CRM fields, leaving some fields to the rep's judgment. For inbound leads it researches and qualifies the company, sends questions that are not about sales to other teams and writes a first reply. Cases it cannot place, and anything sensitive, it flags to the team in Slack instead of handling them itself.

What the source reports

According to the source, the team gets back about 600 hours a month, and the work around a single demo dropped from about 103 to about 44 minutes. The source says each rep can take about two more calls a day and that deals close 34 percent faster. According to the source, the close rate rose 2.6 times over the same period, and the team itself notes that pricing changes and market conditions also played a part.

Where the approval sits

Reps read the brief before each call and revise the drafted notes and CRM entries, using their own judgment on some fields. The agent flags edge cases and sensitive matters to a person. According to the source, it never makes the final decision on a send, a deal classification or other sensitive questions without a person involved. The calls themselves, negotiation and the client relationship stay with the reps.

Worth knowing

The source is a post by OpenRouter about its own team, and it ends by promoting a waitlist for the platform the agent runs on, so the figures are the company's own and were not checked independently. It describes one small team. The approval step does not cover everything: according to the source, the agent sends most first replies to inbound leads on its own, and only the unclear cases go out with a person's help. Follow-ups on quiet deals are still done by hand. A team that wants every outgoing email reviewed would need to set up that step separately.

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