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For High-Mix EMS Manufacturers

AI-Powered PCB Depaneling Automation.From DXF Import to CNC-Ready Export in Under 60 Seconds.

SpadanaDepanelVision developed by Spadana AI Solutions reduces manual depaneling setup from 30 minutes to under 1 minute. Generate CNC-ready milling paths directly from DXF files using Vision AI. 100% offline and secure.

30 min<1 min
Per Changeover
0%
CAM Dependency
100% Offline
No Cloud. Full Data Privacy

Industry Engagement

Novajet GmbHLetter of Intent
HFULetter of Intent
IPTEActive Collaboration
futureSAXInnoStartBonus Recipient
Saxony, GermanyBased in
System Active
SpadanaDepanelVision interface: AI automatically detecting and placing bridges on a PCB panel
The Industry Bottleneck

The Hidden Tax on High-Mix Production

In High-Mix electronics manufacturing, every new PCB product requires a completely new depaneling setup. Operators spend 20–45 minutes waiting for CAM engineers and manually defining bridge locations for each product changeover. This is recoverable setup waste — while the production line idles.

As electronics manufacturing shifts toward smaller batches, faster product turnover, and higher customization, traditional manual depaneling workflows become a critical operational bottleneck.

The cascading consequences

All manual setup time is unrecoverable setup waste — line idles for 20–45 minutes
Critical dependency on a few specialist CAM engineers for repetitive programming
Elevated changeover frequency drastically reduces actual spindle uptime, starving downstream SMT machines and risking on-time delivery
High scrap risk: manual setup errors lead to defect rates vs. deterministic software generation
New Product Introduction (NPI) delayed by days due to engineering queue times
Developed by Spadana AI Solutions

From DXF File to CNC-Ready Pathin Under 60 Seconds

SpadanaDepanelVision developed by Spadana AI Solutions replaces the physical teach-mode loop with a computational one. The machine is no longer the primary interface — the software is. What previously required 20–30 minutes of repetitive manual programming is reduced to under one minute.

Workflow Step
Manual Teach-Mode
SpadanaDepanelVision
Path Definition
Point-to-point manual programming
Automatic DXF path extraction
Bridge Placement
Manual estimation, risk of error
Automated bridge detection
Board Alignment
Manual reference setup
Vision-guided alignment
Verification
Trial run required
Digital verification before machining
Operator Skill
Requires experienced specialist
Any trained operator
Setup Duration
20–30 minutes
Typically under 1 minute

Is This a Good Fit?

Best suited for high-mix PCB manufacturing environments where frequent changeovers and CAM dependency create operational friction.

Best Fit Environments

High-Mix EMS Production

Frequent product changes and short production runs.

CAM-Constrained Operations

Setup requires specialist engineering support.

NPI-Intensive Manufacturing

New products introduced regularly.

Facilities With Daily Changeovers

Multiple setup cycles every production day.

Less Suitable For

Long Production Runs

Infrequent setup activity.

Low-Mix Production

Limited product variation.

Stable Product Portfolios

Few new product introductions.