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HIGHLIGHTS:

Reduction in major downtime from February to April

 
0%
OEE Improvement from ~35% to nearly 80%
0%
90–95% downtime labeling adoption across 3 lines

$33,000Annualized hard savings per line

The Challenge

The selected site was widely regarded as the most difficult in the manufacturer’s global portfolio:

  • Organizational misalignment: The site was not aligned with corporate-level digital initiatives.
  • Data unpreparedness: Legacy Fuji equipment was not yet upgraded for data collection.
  • Poor vendor support: Local distributor support for connectivity upgrades was severely lacking.

The Arch Approach

Rather than stepping back, Arch stepped in:

  • Hands-on support: Technical Account Managers, Application Engineers, and Industry Experts conducted local visits and training to build trust and facilitate adoption.
  • Industry partnership leverage: Arch used its strong partnership with Fuji to escalate and resolve hardware and connectivity issues.
  • Tailored enablement: The team coached plant staff one-on-one and aligned workflows to the plant’s specific needs.

Key Outcomes

Major Downtime Reduction

  • ● Across all lines, major downtime dropped by 22% over the two-month pilot.
  • ● Line10, which had struggled in March, saw a 42.9% reduction from March to April alone.
  • ● Line 04 showed the best performance in April (2.16 hours/day).
  • ● Major downtime relative to production time decreased from 12.59% to 9.82% overall.

(Data collected Feb 9 to April 13, 2025)

OEE Availability Doubled in Two Months

  • ● Overall Equipment Effectiveness (OEE) Availability improved from ~35% in February to ~80% in April, reflecting the site’s restored capacity and uptime.

(Data collected Feb 9 to April 13, 2025)

 
 

High Adoption of AI Tools

● The React tool achieved 90–95% labeling adoption across all pilot lines, empowering the team with real-time visibility and continuous improvement capabilities.

 

Quantified Financial Impact

● Using Arch’s ROI calculator, the improvements equated to $33,000 per line per year in hard savings due to reduced downtime.

Strategic Lessons

This site serves as a powerful example of the difference between buying a software tool and partnering with a manufacturing-focused AI company:

  • Arch Systems brings deep manufacturing expertise and understands the realities of line-level operations.
  • The bottom-up, guided implementation model wins buy-in and ensures quick adoption and consistent usage.
  • Strategic industry relationships (e.g., with partner Fuji) can be a critical enabler for success.

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