Ask any technical support leader what keeps them up at night, and "my reps can't keep up" comes up almost immediately. Troubleshooting guidance for physical products changes constantly — new firmware, new production runs, new failure modes the quality team just discovered last week. There's no realistic way to train a whole team on all of it, all the time.
What we're hearing
"A lot of our knowledge content is either outdated, needs to be reviewed, or it's not in a really easily digestible format. Some of it needs to be created." — Director of Technical Services, medical device company
"The troubleshooting process... seems like it's constantly changing, as the quality team makes new discoveries on issues, or new production runs have different issues. It's a lot for an actual human agent to keep up with... sometimes if it's a new issue, they're kind of fumbling, and you get that kind of consumer that thinks this person doesn't know what they're talking about — and it's really not that, it's just a new flow." — Consumer Services Lead, consumer products company
It's not just an efficiency problem. One company training overseas call center agents for an espresso machine business made an even sharper point: some agents are troubleshooting a product culture they've never personally experienced.
"They don't even necessarily have a coffee environment, it just doesn't exist in those countries. Yet we've got a few hundred agents supporting customers... we have to impart this heavy amount of training to bring them up to speed on the culture of coffee." — VP of Customer Care & Technical Services, kitchen appliance company
Where AI helps
Instead of asking reps to memorize every update, AI can surface the current, correct troubleshooting step the moment a call comes in and pull it from the latest knowledge base, not whatever the rep happened to learn in training six months ago. When the AI hits a real gap in the documentation, it flags it for review instead of guessing, so the knowledge base gets stronger over time instead of staying stale.
Learn more about conversational AI or book time with Aquant.



