AI & Automation

The work that has to happen before CX automation can do anything useful

Ty Givens, Founder of CX CollectiveTy Givens5 min read
The work that has to happen before CX automation can do anything useful — CX Collective

Every automation rollout I've seen struggle had the same root cause. It wasn't the tool. It was what got fed into it.

Every automation rollout I've seen struggle had the same root cause. It wasn't the tool. It was what got fed into it.

Customers are already telling you what they need before any bot or workflow touches their ticket, through the words they use, the channel they pick, when they reach out. That's signal. If it's vague or miscategorized going in, no amount of automation downstream fixes that. It just processes the mess faster.

#The real cost of skipping this step

Agents end up decoding vague tickets instead of resolving them, which slows everything down, not just automation. Guessing at intent erodes morale over time. Inconsistent categorization makes your own data untrustworthy for spotting trends. And a team stuck decoding stays reactive, putting out the same fires instead of getting ahead of them.

#What the actual prep work looks like

Build one real taxonomy, a shared way of categorizing what customers are contacting you about, consistent across every channel you support. Get your frontline agents involved in shaping it, since they're the ones who'll spot a miscategorized ticket or an emerging pattern before anyone else does. And put a real, recurring audit on the calendar, because a taxonomy that made sense last year is quietly missing whatever's changed since.

Is your CX operation built for scale?

Take the free 5-minute assessment to find out where you stand and what to fix first.

#How to actually start

Audit your current taxonomy honestly: pull a sample of recent tickets and find where categories overlap or where "other" is doing too much work. Standardize the definitions so two agents categorizing the same ticket land in the same place. Automate the highest-confidence, clearest categories first, and expand only once those are working reliably.

#Where to start this week

Pull last month's tickets and check what share landed in a vague or catch-all category. That number is your real starting point, not whatever automation tool is being pitched to you this quarter.

This is the groundwork we do inside Automate before any workflow goes live.


Founded by Ty Givens, CX Collective becomes the support operations partner growing companies wish they could hire full time. With 25+ years running support, workforce management, and QA programs from scratch, Ty brings what she's actually built and run, not theory, to every engagement.

automationintent taxonomysignal claritycx operationsai readiness

Ready to transform your CX operation?

Let's talk about what a better system could look like for your team.

Continue Reading