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Manufacturing, cost, sourcing, and product development insights to help you make smarter decisions from design to source to make.
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Margin Starts at the Model: The Case for Automated Should Cost for DFM

Most product costs are determined at the design stage. Automated should cost for DFM gives engineers the cost intelligence to get it right the first

Supplier Negotiations Without Should Cost Intelligence Is Just Guessing

If you don’t know what something should cost, you’re not negotiating a price — you’re approving one.

Without Design To Cost Intelligence, Your Digital Thread Is a Data Highway to Nowhere

70–80% of product cost is locked in during design. A decision-grade digital thread puts manufacturing intelligence exactly where it matters

How Design-To-Source Intelligence Turns Quoteless Sourcing Into An Engineering Discipline

Design-to-source intelligence closes the gap between engineering and procurement, compressing time-to-market and reducing costly rework cycles before launch.

From Design Engineer to Engineering Intelligence Curator

The engineer who thrives will treat AI as intelligence amplification rather than a substitute for judgment — becoming a curator of engineering intelligence.

Part 2: Is Your AI Strategic Sourcing Strategy Just a More Expensive Spreadsheet?

A buyer three months into a category can walk into a negotiation as prepared as a ten-year veteran.

Part I: Is Your AI Strategic Sourcing Just a More Expensive Spreadsheet?

Generic AI just moves procurement’s old maintenance burden from spreadsheets into prompts, without reliably delivering real cost savings

aPriori Earns Windchill+ Cloud PLM Software Certification

aPriori achieves Windchill+ certification, embedding real-time cost, manufacturability, and sustainability intelligence directly into PTC’s cloud-based PLM platform.

Suppliers Know What Your Parts Cost to Make. aiSource Does Too. Introducing aPriori’s New AI Sourcing Solution

77% of procurement teams miss savings targets—because suppliers always knew what parts cost to make. Now buyers do too.

Delivering on Margin Expansion Promises in Volatile Markets: A CFO Playbook for Investor Confidence

CFOs can’t defend margins with lagging data. Learn how design-stage cost intelligence makes margin expansion predictable—and investors confident.

Reduce Product Costs: Don’t Negotiate Harder. Collaborate Smarter.

Key Takeaways: Every dollar counts today, and with increasing material costs, tariffs, and inflation, it is crucial to reduce product costs Data-backed evidence and transparency

The Hidden Cost of DFM Knowledge Gaps: 10 Warning Signs Every VP of Engineering Should Watch

Shift DFM left: embed manufacturing intelligence early to cut redesigns, hit cost targets, and launch products faster with aPriori.