Sales reps lose roughly a day a week to admin. This task audit helps heads of sales find the one workflow eating the most hours and fix it first.
Sales teams get oversold the latest technology and solutions more than anyone, and AI is no different so let’s skip the pitch and do something more useful. The only thing you need to do is work out exactly where your reps’ time is actually going.
Most sales leads already know their reps are buried in admin. What they don’t have is the number. Without it, the conversation stays vague, the budget case doesn’t get made, and nothing changes. The task audit below is a way to get the number, find the one workflow eating the most hours, and give yourself something concrete to act on.
Run the audit in one week
Pick one rep who’s willing to track their week honestly. Ask them to log every task they do across five days, grouped into four buckets, selling time (calls, demos, live negotiations), CRM work (logging calls, updating deal stages, cleaning contact records), follow-up drafting (writing emails after meetings, chasing prospects, sending proposals), and everything else (internal meetings, reporting, scheduling, vendor portals). At the end of the week, add up the hours in each bucket. Most teams find the result uncomfortable. CRM work and follow-up drafting together account for 4 to 6 hours of a rep’s week (based on data from a client who mapped this last month).
Once you have mapped the number, then multiply. If your team has 8 reps and each one loses 5 hours a week to those two buckets, that’s 40 selling hours a week gone across the group. At your current close rate and average deal size, you can work out what 40 hours of selling time is worth. That’s the number that makes the business case.
The three tasks that eat the most time
Across sales teams, the same three workflows tend to come up as the biggest time drains.
CRM capture after calls. After every meeting or call, a rep has to reconstruct what was said, update the deal stage, log next steps, and flag any follow-up commitments. It takes 15 to 20 minutes per call, and it’s the kind of task that gets done badly when the day runs long.
Follow-up drafting. Writing a personalised follow-up after a meeting takes longer than it looks. A rep who does 5 of these a day is spending an hour or more on emails that follow a pattern they’ve written hundreds of times before.
Proposal assembly. Pulling together a proposal from a template, populating it with the right details, and formatting it correctly is the kind of work that sits on a rep’s to-do list for two days before they get to it.
Your audit will tell you which of these three is the biggest problem for your team. That’s the one to fix first.
What fixing it actually looks like
The client we mentioned above is a 10-person software sales team. Their audit showed follow-up drafting was the single biggest drain: each rep was writing an average of six follow-up emails a day, and the average time per email was 12 minutes. Across the team, that was around 10 hours a day spent on emails that largely followed the same structure.
The fix was an AI agent built around how that team actually writes. After each meeting, the AI reads the transcript from the call and any call or guidance notes, pulls the relevant deal context from the CRM, and drafts a follow-up email ready to send. The rep reads it, edits anything that needs changing, and approves it. Nothing goes to a prospect without a person signing off.
After six weeks, the average time per follow-up dropped from 12 minutes to under 2. The emails going out were more consistent, because the AI was working from the same structure every time rather than whatever the rep could manage at 5pm on a Friday. The AI agents for sales teams didn’t write better emails than the reps. They made sure the good emails got written every time, not just when the rep had the energy. The real unlock was they could then test different versions of the follow up emails in the same way they tested scripts and new sales techniques.
The agent won’t handle every email. A sensitive negotiation or a prospect who has gone cold still needs a rep’s judgement, and the AI passes those along for a person to write from scratch. The point is to clear the repeatable work so the rep’s attention goes where it actually matters.
What this means for you
The audit takes one rep and one week. The output is a number you can put in front of a budget conversation. If 40 selling hours a week sounds like a lot to be losing, it probably is. You won’t know your team’s real figure until you measure it, though, and the audit is the only way to get there.
One workflow, four weeks to live under our AI Partner service, no changes to your core systems. That’s the scope of a first AI engagement for most sales teams, and the AI Roadmap Interview is the right place to work out which workflow to start with.
Take our AI Roadmap Interview to see where your team is in relation to AI.
