AI Workflow Automation: How to Prioritize High-Impact, Easy Wins
AMTEL’s AX Grow Case Study
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One-Minute Summary 💡 |
AMTEL had not yet systematically adopted AI for recurring administrative work such as procurement, quality management, certification documentation, and management reporting. The company therefore chose to begin with an AX Grow demonstration session for senior decision-makers, including executives and department leaders. Participants observed how AI agents could be applied across five business areas: attendance management, supplier reconciliation, certification and regulatory compliance, government R&D monitoring, and management reporting. The session gave leaders a practical framework for deciding where to begin with AI: start by testing workflows that are relatively easy to implement but offer significant potential value, validate the results, and then expand into more complex areas. |
AI Adoption in Manufacturing
Identifying Operational Priorities Before Employee Training
Founded in 2001, AMTEL is a wireless communications module and IoT manufacturer. Its product portfolio ranges from communications modules and automotive electronics, including telematics, to public-safety LTE terminals.
In 2021, AMTEL was selected by Korea’s Ministry of Science and ICT as the lead organization of a consortium supporting the development of the 5G module industry ecosystem. The company also holds IATF 16949 automotive quality certification and CMMI Level 3 certification.
However, AMTEL’s challenge was not its products, it was its internal operations. The company had not yet systematically applied AI to recurring administrative tasks such as procurement, quality management, certification documentation, and management reporting.
The communications module market is known for intense price competition among a large number of suppliers. Given these industry dynamics, operating margins are often limited. Rather than making a large investment in an entirely new business initiative, AMTEL had a more immediate priority: improving operational efficiency with its existing workforce.
In this situation, the company needed to determine which business areas would benefit most from AI before teaching individual employees how to use specific AI tools. Employee training alone cannot resolve fragmented priorities across departments or fill gaps in organization-wide governance.
AI Transformation Training for Leaders
AMTEL’s Three-Stage AX Grow Session
AMTEL’s AX Grow session consisted entirely of conceptual instruction and live demonstrations, with no hands-on exercises. The participants were not employees expected to write code themselves. They were leaders responsible for evaluating, sponsoring, and guiding the company’s organization-wide AI transformation.
The session was structured around three stages:
| Stage | Content |
|---|---|
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Mindset
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Understanding the AI-native era and why organizational transformation is necessary |
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Conceptual Understanding
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Learning what AI agents are and how work can be delegated through natural-language instructions |
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Live Demonstrations
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Exploring demonstrations aligned with AMTEL’s value chain and department-specific application scenarios |
Customized AI Training for Leaders
Evaluating Use Cases and Prioritizing Implementation
The session had two defining characteristics.
First, it featured customized demonstrations covering AMTEL’s entire value chain. Second, instead of focusing on completed deliverables, it gave leaders a practical framework for evaluating opportunities and setting priorities.
Five Business Areas Demonstrated
| Department | Demonstration Area |
|---|---|
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HR and General Affairs
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Attendance management and a dashboard for identifying the risk of exceeding Korea’s 52-hour workweek limit |
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Finance, Procurement, and Quality
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Supplier purchase order and delivery reconciliation, along with certificate validity checks |
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Quality, Certification, and General Affairs
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A natural-language query system for certifications and regulations |
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R&D and Management
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Monitoring government R&D programs and public procurement announcements |
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Corporate Management
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Automating weekly management reports |
There was a clear reason for demonstrating workflows across multiple departments. Organizational and operational leaders need a company-wide view of what AI can enable before they can determine where implementation should begin.
A Framework for Prioritizing AX Opportunities
The intended outcome of the session was not a technical deliverable created by employees. It was stronger decision-making and a clearer sense of priority among organizational leaders. For this reason, the demonstrations were structured around an ROI × implementation difficulty matrix.
- Quick wins: Rapidly test areas that are relatively easy to implement and likely to deliver significant value.
- Expansion opportunities: Gradually expand into areas that involve greater risk but also offer greater potential.
The session was designed to help decision-makers independently evaluate where their organization should begin its first proof of concept. What participants gained was a practical starting point for identifying and prioritizing the most promising opportunities.
AI Transformation Strategy
Why Leaders Must Decide Where to Start
AMTEL had already demonstrated its capabilities in product R&D. However, when entering the less familiar territory of AI-powered operations, the company needed its leaders to set the direction before equipping employees with new tools.
Leaders must first understand what AI can realistically accomplish, and where its current limitations remain, so they can support operational teams at the right points in the transformation process.
Even for organizations with proven technical expertise, transforming internal operations with AI begins with one critical decision: determining where to start. AMTEL’s AX Grow session did not leave the company with a finished solution. It provided something more foundational, a clear basis for making that first decision.
Frequently Asked Questions (FAQs)
What exactly is AX Grow?
AX Grow is an organizational AI transformation program jointly operated by AXMOS and Codepresso. It begins with an organization-level AX assessment and helps internal teams build AI agents and automation tools through practical training and internal builder programs.
AX Grow is a separate track from AX Build, through which AXMOS develops solutions on behalf of an organization. Learn more in the AX Grow program overview .
Can you provide a customized demonstration for our company?
Yes. Through preliminary interviews, we analyze your industry and value chain—including functions such as HR, finance, quality management, and R&D.
We then design and present customized AI agent demonstrations based on realistic business scenarios from your organization.
Is AX Grow delivered differently for each company?
Yes. AX Grow is tailored to each organization’s circumstances and target participants.
For organizations with complex certification requirements or a need to establish company-wide priorities, we may recommend a decision-maker-focused session similar to AMTEL’s.
For organizations that urgently need to automate operational workflows, we may propose a builder-based program in which employees develop solutions themselves.
