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How to Implement AI in Customer Service: Why Process Mapping Comes First

Mike Miner

Nov 26, 2025

Why not listen instead?

0:00/1:34

…but we're on the same page? Right?

Ask three people on your team to describe how they handle a customer request, update a record, or complete a handoff. You'll likely get three different answers. Maybe subtly different. Maybe wildly different. Either way, you've just uncovered the biggest obstacle most teams face when trying to implement AI in customer service.

In my years helping scale operations teams supporting millions of users globally, this is the problem I see most often. It's not the tools. It's not the budget. It's not even the technology. It's that organisations genuinely don't know how work actually moves through their teams.

The Real Problem With AI Customer Service Implementation

There's a lot of pressure right now to "implement AI" or "automate workflows." Leaders have mandates. Teams have deadlines. Everyone's read the same headlines about efficiency gains and competitive advantages.

So what happens? People jump straight to evaluating tools. They sign up for demos. They compare feature lists. They get excited about possibilities.

And then projects stall, budgets disappear, and nothing changes. Because they tried to automate processes they didn't actually understand.

Why AI Makes Process Gaps Worse

Here's something I've noticed: when people first use AI tools, there's a moment of "wow, this can do everything." It's genuinely impressive. The capability seems limitless.

That excitement leads to over-planning. Suddenly every process looks like a candidate for automation. Teams scope massive projects. Timelines slip. And when things get complicated, people lose momentum.

The reality is more nuanced. AI tools have real limitations. They work brilliantly for some tasks and poorly for others. But you can't know which is which until you actually understand what your team does day to day.

Start With Process Mapping, Not AI Tools

Before you evaluate any automation platform, you need to answer a simple question: what's actually happening?

Not what should be happening. Not what the documentation says. What actually happens when Sarah in customer support needs to escalate an issue, or when Michael in finance closes out the month.

This sounds obvious, but it's remarkably rare. Most teams operate on assumptions. Processes evolve organically. People develop workarounds. And nobody triangulates to find the gaps.

The One Week Process Check: A Simple Framework

I've developed a simple framework that helps teams surface these disconnects before making any technology decisions. It takes one week, requires minimal effort from each team member, and gives you real data to work with.

The core idea: have your team track "friction points" – the moments where work slows down, requires extra effort, or passes between people and systems.

What Counts as a Process Friction Point?

Look for these common patterns:

  • Handoffs: When you finish your part and pass work to someone else

  • System switching: Logging into different tools or platforms mid-task

  • Data copying: Moving information from one place to another manually

  • Repetitive browser work: The same clicks, forms, or lookups done repeatedly

  • Manual entry: Typing information that already exists somewhere else

These are the moments where time disappears. They're also the moments where processes diverge – where Sarah does it one way and Michael does it another.

How the Process Check Works

The process is deliberately simple. Each team member logs one friction point per day by answering three questions:

  1. What task were you doing?

  2. What slowed you down? (Person, system, or manual step)

  3. How long did it take? (Your best estimate)

That's it. Two minutes at the end of each day. The manager holds the master template but the team logs their observations wherever works best – a Slack channel, a shared doc, even a quick mention in the daily standup.

What You'll Discover

At the end of the week, gather everyone and compare notes. You're looking for three things:

Pattern

What It Reveals

Common friction points

Multiple people hitting the same walls

Process disconnects

Different descriptions of the same workflow

Time sinks

Where the biggest chunks of time are disappearing

These findings become your roadmap. Some issues will need better documentation. Some will need clearer ownership. And some – the repetitive, system-based friction points – become genuine candidates for AI automation.

Why This Matters Before Implementing AI in Customer Service

Here's the thing about automation: it amplifies whatever already exists. Automate a broken process and you get broken results faster. Automate without understanding and you create new problems while solving old ones.

The One Week Process Check gives you the foundation to make informed decisions. Instead of guessing which processes to automate, you have data. Instead of assuming everyone's aligned, you've surfaced the gaps.

When you do eventually evaluate tools – whether that's AI assistants, workflow automation, or browser-based automation platforms – you'll know exactly what problems you're solving and what success looks like.

Getting Started With Your AI Customer Service Strategy

You can download the full One Week Process Check framework below. It includes templates, tracking sheets, and discussion guides for your end-of-week review.

Pick one process that runs daily. Get your team involved. Spend a week watching what actually happens. The insights will change how you approach everything that comes next.

Download Your Guide Here!

Ready to Automate your Operations?

We built Rivulo for people drowning in manual processes — the ones who know their time could be better spent, but don’t have the capacity to learn complex automation tools.


Hand over your first task to Rivulo and feel the difference.

Ready to Automate your Operations?

We built Rivulo for people drowning in manual processes — the ones who know their time could be better spent, but don’t have the capacity to learn complex automation tools.


Hand over your first task to Rivulo and feel the difference.

Ready to Automate your Operations?

We built Rivulo for people drowning in manual processes — the ones who know their time could be better spent, but don’t have the capacity to learn complex automation tools.


Hand over your first task to Rivulo and feel the difference.

Ready to Automate your Operations?

We built Rivulo for people drowning in manual processes — the ones who know their time could be better spent, but don’t have the capacity to learn complex automation tools.


Hand over your first task to Rivulo and feel the difference.