---
title: "CI Conversations: What Improvement Practitioners Are Really Saying About AI"
description: Explore what CI practitioners are really saying about AI—from real use cases and common misconceptions to risks, opportunities, and why human-led improvement thinking matters more than ever.
---

[LCS - Blog ](https://blog.leancompetency.org/lcs-blogs)

# [CI Conversations: What Improvement Practitioners Are Really Saying About AI](https://blog.leancompetency.org/lcs-blogs/ci-conversations-what-improvement-practitioners-are-really-saying-about-ai)

 Written by [Tim Edwards](https://blog.leancompetency.org/lcs-blogs/author/tim-edwards) | Mar 24, 2026 8:36:54 AM

This week marked the first monthly ‘**CI Conversations’** session from the Lean Competency System (LCS). An informal space for improvement practitioners to come together, share challenges, and learn from each other.

The topic for our first session was: **AI in Continuous Improvement.**

Below we have pulled six of the key themes that were discussed.

## **1. AI is already being used but often not where you expect**

While AI is often positioned as a future capability, many practitioners are already experimenting with it in practical ways:

- - **Process mapping support**  
      Using tools like AI-enabled whiteboards to generate high-level process maps from existing documentation
    - **Turning documentation into insight**  
      Converting SOPs and guidance into structured process views as a starting point for improvement
    - **Process design guidance**  
      Using AI to suggest best practice controls, risks, and process structures particularly in complex environments like finance
    - **Governance and consistency checks**  
      Identifying mismatches between process maps, work instructions, and service documentation
    - **Predictive applications**  
      In more advanced environments, AI is being used for forecasting and predictive maintenance

 The key theme? AI is being used** to accelerate traditionally manual tasks **and **support our thinking.** 

 

## **2. There’s still confusion: AI vs automation vs good data**

One of the most consistent themes across the discussion was a lack of clarity:

“Some people are describing things as AI when it’s really just automation… or just better use of data.”

This matters because without clear definitions:

As CI practitioners pointed out, many organisations are forgetting one of the fundamentals of CI:

**You can’t have effective AI without good data and governance.

**

## **3. The biggest risk with AI is losing the human element of CI**

Perhaps the most powerful discussion centred on a growing concern that if AI can generate a process map in 30 seconds, what happens to the collaboration and thinking that occurs mapping that in the traditional way through involving people?

Practitioners highlighted a real tension:

As one participant put it: “This misses the point… the value is in doing it together.”

**We are all in agreement that efficiency gains should not come at the expense of engagement and ownership.**

 

## **4. AI works best as an “augmenter,” not a replacement**

Across multiple examples, a consistent pattern emerged:

Even in areas like process mapping and design:

**The role of the practitioner is simply evolving, rather than at risk of disappearing.** 

 

## **5. CI thinking is more relevant than ever**

Interestingly, many participants reflected that CI principles are actually *more important* in an AI-enabled world:

One example raised the challenge in training environments:

Where is the line between someone demonstrating improvement capability and simply being good at prompting AI?

 

## **6. The opportunity: smarter, faster, more accessible improvement**

Despite the concerns, there was clear optimism that if used thoughtfully:

## **Final Reflection: It’s not about AI vs CI, it’s about how they work together**

What stood out most from this session wasn’t a single tool or use case, but the mindset that we adopt as practitioners.

AI is not replacing Continuous Improvement. If anything, it’s reinforcing its importance.

The organisations that succeed will be the ones that apply AI **with the strongest CI thinking.** 

 

## **Join the conversation**

CI Conversations will run monthly, each session exploring a different theme shaped by the challenges practitioners are facing right now.

**No slides. Just honest conversation.**

If you’d like to join the next session, [sign up here.](https://blog.leancompetency.org/lcs-events/online-community-discussion-april)

[View full post](https://blog.leancompetency.org/lcs-blogs/ci-conversations-what-improvement-practitioners-are-really-saying-about-ai)

```json
{
  "@context" : "http://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Tim Edwards"
  },
  "dateModified" : "2026-03-24T08:36:54.294Z",
  "datePublished" : "2026-03-24T08:36:54Z",
  "headline" : "CI Conversations: What Improvement Practitioners Are Really Saying About AI",
  "image" : {
    "@type" : "ImageObject",
    "height" : 640,
    "url" : "https://25735221.fs1.hubspotusercontent-eu1.net/hubfs/25735221/Lean-Competency-2024/blog/What%20Improvement%20Practitioners%20Are%20Really%20Saying%20About%20AI.png",
    "width" : 1284
  },
  "mainEntityOfPage" : "https://blog.leancompetency.org/lcs-blogs/ci-conversations-what-improvement-practitioners-are-really-saying-about-ai",
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "height" : 60,
      "url" : "/hs/hsstatic/content_shared_assets/static-1.4092/img/default-amp-logo.png",
      "width" : 60
    },
    "name" : "LCS - Blog"
  }
}
```