Ledge Inc.

12/18/2025

12/17/2025

If your quality system still lives in Excel tabs and shared drives, it is time for an upgrade.

8020 Quality replaces spreadsheet chaos with structured, traceable, audit-ready workflows with simple tools your team will actually use.

Quality shouldn’t feel like Windows 95. - Learn More here:
www.8020quality.com -

10/27/2025

In a world teetering on the edge, nonconformity becomes a sudden threat. One individual must implement corrective action. Compliance is about to get very personal.

10/23/2025

Feeling like you’re drowning in paperwork instead of improving processes?
You’re not alone.
At Ledge Inc, we help quality teams calm the chaos — so you can get back to actually managing systems, not chasing signatures.
💡 We’re solving the “too busy” problem for manufacturers with AI-driven quality tools that simplify compliance, streamline PPAPs, and save hours every week.
👉 Learn more: ledgeinc.com/ai-integrator
🔖 Hashtags

10/21/2025

Hmmm, Sora and opus ai are a little confused with 5 whys and 5 wives….definitely a context error… Use quality tools as intended to get to real root cause or your team will look as impressed as this one with Ai Adam

10/21/2025

This is how most 5 whys go....and you can tell the team is not impressed. Use root cause analysis tools how they were intended and actually work through the problem...not how AI Adam does... . Hmm 5 wives?, thanks Sora/Opus! Context is key!

10/21/2025

Thank you to Elizabethtown College and Brenda Read-Daily for having our very own Adam Marsh speak yesterday about AI in manufacturing - the students had great questions and are genuinely curious how this is going to shape their new world.

His key message to students:
Manufacturing teams are brilliant—but they're buried in daily operations. They don't have TIME to master the AI tools you've been using for three years.

Most manufacturing runs on legacy systems. Paperwork that takes hours. Processes that exist because "that's how we've always done it."

You walk into these teams with AI fluency that's already second nature to you. You can ask "Why do we do it this way?" and immediately bring tools that transform those answers.

You're not replacing experience—you're adding immediate value to teams that desperately need what you already know.

10/15/2025

80/20 Quality can give you the tools to track calibrated gages, record nonconformances, and conduct effective corrective actions. Don't be like me... http://8020quality.com

09/30/2025

Had an absolute blast on "The Line" podcast with Joshua D. Mellott at Blackline LTD! 🎙️

Full disclosure: I named my company after the street I live on because I couldn't come up with anything better and my lawyer kept rejecting my ideas - thank you to Dan Rudolph for that inspiration. Ledge Drive. That's where it started and now feels like a much better story.

But we covered some things that actually matter:
American manufacturing isn't just about making things—it's national security.

Here in PA, we're proving there's a better path than the "college-or-bust" narrative. Through apprenticeships at The Manufacturers'​ Association and other regional providers, students are:
**Graduating debt-free
**Earning while learning
**Walking into careers that actually exist

And about AI? It's a tool, not a threat. The calculator of our generation. But we still need humans who know what buttons to push and why.

Thanks to Joshua for letting me dive in about everything from submarine components to quality systems to why we desperately need to invest in the trades.
hashtag hashtag hashtag hashtag hashtag

Check out the video here:

Manufacturing is the backbone of America. Supporting US manufacturing is a way to secure our future. We believe that just like in World War II the fight now ...

09/28/2025

📊Most of us didn’t sign up to be statisticians.

But when it comes to quality and manufacturing systems, it can feel like that’s the expectation. Control charts, PPAP forms, Gage R&Rs… too often, the tools make things harder than they need to be.

That’s why I sat down with Jay Arthur , founder of QI Macros and author of Lean Six Sigma Demystified. Jay has spent decades proving that you don’t need a stats degree to make meaningful improvements — you just need tools that keep it simple.

In our conversation, we cover:
• Why Excel turned out to be the perfect platform for SPC and PPAP
• How “select some data, click a button, get a chart” lowers the barrier for teams
• What makes QI Macros such a good fit for PPAP, FMEA, and MSA workflows
• Jay’s take on AI, automation, and the future of quality

My dad, Fred Marsh, always said: keep it simple. Jay built a whole company on that principle — and millions of people are using it today.

If you’ve ever wrestled with SPC or PPAP tools and thought, “there’s got to be an easier way,” this one’s for you.

Adam Marsh sits down with Jay Arthur, creator of QI Macros, to explore how this Excel-based tool helps manufacturers and healthcare teams streamline SPC, PPA...

09/23/2025

Had an absolute blast talking with Noah Graff on his Swarfcast episode this week about how we're helping manufacturers move beyond "that one guy using copilot to rewrite emails" to actually deploying AI that transforms operations.

Here's what we covered:
🔧 Real tools that work today - from catching PPAP errors before customer submission to reviewing weld quality with a photo
🔒 The security reality - 4% of ChatGPT prompts contain confidential data (scary, right?)
💡 Why most companies are stuck crawling when they should be running with AI

Look, if you're not experimenting with AI now, you'll be watching competitors fly by in 6 months. But here's the thing: you need guardrails, not just access to ChatGPT.

US manufacturers (and beyond) - this isn't about replacing your team—it's about making them faster, smarter, better at their jobs.

Ready to move past AOL-level AI? Let's talk about practical applications that deliver ROI from day one.

Noah does a great job interviewing and keeping the conversation rolling as always - enjoy!

Listen to the full episode:

What if AI could look at a photo of your weld and tell you exactly what you screwed up? Or help you discover that your machining problem isn't the end mill—i...

09/21/2025

✈️ Don’t Miss the AI Flight

I was at the airport recently (yes, I’m that guy working on AI tools while my family rolls their eyes).

Sitting at Gate B6, it hit me that this new technology and change with AI is a lot like air travel.

Some people are early boarders (Group A — they even brought snacks). Others hang back until the last minute. A few are sprinting through the terminal, praying the doors aren’t shut.

Here’s the reality - the AI plane is taxiing, and you don’t want to be the one still hunting for your neck pillow.

We’re already seeing real impact across industries:

**Accounting & Finance: forecast reviews & audit prep
**Manufacturing: supplier docs & quality control
**Consulting: scenario testing without the sleepless nights
**Ops/Admin: automating the boring bits

This isn’t about robots stealing jobs. It’s about giving real teams better tools to do theirs.

So… are you boarding early, or waiting until the last call?

AI is no longer a buzzword—it’s a game changer. Adam Marsh, President of Ledge Inc., explains why companies can’t afford to sit on the sidelines. From cash f...