Speech Mining — A Revolution in Process Optimization?

Carsten

From

Dr. Carsten Behrens

Posted on

10.4.2024

A new concept is emerging: Speech Mining. It shifts the focus of traditional, tech-centered process mining toward a people-centered approach—one that uses real-time conversation as the basis for process documentation. This article explores the idea behind speech mining, its technical roots, practical applications, and its potential to shape a new era of process modeling.

The Birth of a Concept

Traditional process mining analyzes digital footprints left behind in IT systems. These traces provide insight into how processes are executed—but only from a technical perspective. But what if we put the spoken word at the center instead? Enter Speech Mining, a concept that blends speech analytics (the AI-driven understanding and analysis of human language) with audio mining (extracting insights from voice recordings). Together, they form a new approach that connects human interaction with efficient process modeling.

Never heard of speech mining? That’s no surprise—it’s still more vision than reality. But it offers a glimpse into how AI could one day revolutionize how we design and document business processes. At its core, speech mining extracts relevant process information from natural human conversation, enabling real-time content generation, initial process modeling, and documentation—as it happens.

Speech Mining in Practice

Here’s how this concept can already be applied today using common technologies:

  1. Speech-to-text recording
    Use speech recognition to capture your spoken instructions during an assembly process.
  2. Transformation into step-by-step instructions
    With the help of tools like ChatGPT, convert spoken input into a structured assembly guide tailored to your company’s needs.
  3. Use of structured templates
    A simple table format (No., Description, Image) makes the steps easy to follow and visually digest.
  4. Image capture
    Take photos of the process steps to complement the text with visual aids.
  5. Automatic image assignment
    Let ChatGPT-4 match each image to the appropriate process step—turning the instruction set into a practical work aid.

Collaborative input from multiple voices
Why not record structured team conversations about a process instead of relying on a single narrator? Each person can describe a different step.
Bonus idea: Imagine an unstructured, casual group discussion that’s later turned into a coherent, sequential process by AI. That’s where speech mining really shines.

The Organization as a Living Digital Twin

Now imagine going one step further. What if your organization could evolve a living digital twin—an up-to-date, AI-supported representation of all your processes, work instructions, and goals? It starts with basic inputs but becomes increasingly specific as it reacts to leadership decisions, ongoing conversations, and changing conditions. Conversations about processes—recorded and interpreted through speech mining—feed the system continuously. Classic process mining can still play a role, but now it’s augmented by real-time dialogue. You could ask your digital twin:

“Can I buy the pencils myself, or do I need approval?”
And get the right answer—backed by a readable, structured process landscape behind the scenes.

A Promising Future

Speech mining is still in its early stages. But its potential is already visible. It offers a dynamic, human-centric alternative to static documentation. And it makes process knowledge more accessible—especially for teams that prefer talking to typing. Whether used to document a single assembly task or to build an entire process ecosystem, speech mining could fundamentally reshape how we understand, document, and optimize the way we work. The question is not if—but how fast this transformation will take place.

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