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Our stories

Blogs, case studies, and news on cost, tariffs, and carbon.

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October 2026

How MCP Accelerates Cost Engineering: From the Parts You Had Time to Study to the Whole BoM

Cost teams can ask more questions about a product than they have time to answer. How the Model Context Protocol shortens the path from question to answer, extends analysis from the top parts to the whole BoM, and moves the team faster from answer to decision.

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Should Cost
PCF
Tariff
Supply Chain
Company
Isometric technical line drawing of a circuit board with connected components
Should Cost
October 2026
How MCP Accelerates Cost Engineering: From the Parts You Had Time to Study to the Whole BoM
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Supply Chain
Should Cost
PCF
September 2026
Muir AI Named a Winner in the World Economic Forum's (WEF) AI for Resilient Supply Chains Challenge
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PCF
September 2026
Helping SEMI Address the Emissions Data Gap for Semiconductors
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Should Cost
October 2026
How to Evaluate a Should-Cost Platform: Six Requirements for Cost Engineering Teams
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No items found.
August 2026
Should Cost vs Will Cost: What the Gap Between Them Tells You
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No items found.
August 2026
The Two-Cent Bottleneck: How the MLCC Shortage Is Reshaping Electronics BoM Cost
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Supply Chain
Should Cost
August 2026
The Copper Squeeze Sits at the Smelter: What Midstream Concentration Means for Copper-Intensive Products
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PCF
July 2026
Muir Is Now PACT Conformant
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Company
Should Cost
Supply Chain
July 2026
Announcing the Muir MCP Connection: Product Intelligence Inside Your Enterprise AI
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Should Cost
Supply Chain
July 2026
AI Took the Memory. China Is Taking the Customers.
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No items found.
July 2026
Parametric vs Bottom-Up Cost Estimating: When Each Works and What AI Changes
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Supply Chain
Should Cost
July 2026
Design for Supply Chain: Why Sourcing Risk Belongs in the Design Phase
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June 2026
When the Magnets Run Out: How a Rare Earth Chokepoint Stalls Production
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Supply Chain
June 2026
How a Power Chokepoint Stalls a Data Center Buildout: Lessons from the AI Power Crunch
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Should Cost
June 2026
From Cost Analyst to Cost Strategist: How AI Changes the Cost Engineering Role
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Supply Chain
June 2026
How a Supply Chain Chokepoint Halts Production: Lessons from the Strait of Hormuz
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Should Cost
June 2026
Tear-Down Cost Analysis: The Cost Engineer's Most Underused Tool
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Should Cost
June 2026
Make vs Buy Analysis: How Cost Data Should Drive the Decision
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Should Cost
June 2026
Cost Scenario Modeling: Stop Building One Cost Model, Build a Hundred
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Should Cost
May 2026
How BoM Data Quality Slows Down Your Cost Models (And What Automated Ingestion Changes)
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No items found.
May 2026
Expanding Product Intelligence: New Platform Updates
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PCF
May 2026
Muir Top Recommend Tool by Scope 3 Users
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PCF
April 2026
How Amazon Scales Product Carbon Footprints (PCFs) with Muir AI
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PCF
February 2026
Beyond the Label: Navigating the New Era of EUBR Carbon Reporting
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Should Cost
Nov 2025
Bringing Should Cost Analysis Earlier: Discover Savings at the Beginning of a Lifecycle
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PCF
Should Cost
Oct 2025
Muir AI Launches Public Models Database For All
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Tariff
Oct 2025
Small Business Guide To Navigating Current Tariff Policies
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Should Cost
PCF
Sept 2025
Agentic Solutions for Bill of Material Data Challenges
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PCF
June 2025
Why You Can’t Hit Net-Zero Targets Without Understanding the True Carbon Impact of MEP Systems
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Should Cost
June 2025
Stop Waiting for Supplier Quotes: Instantly Estimate Upstream Material Costs Despite Market Volatility
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Should Cost
June 2025
You Need to Lower Your Cost of Goods by X%. Here’s How Product Cost Intelligence Gets You There.
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Should Cost
June 2025
Your Design Cycle Is Too Fast for Old Costing Tools: Here’s How to Keep Up
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Should Cost
June 2025
Why You’re Missing Hidden Savings And How Automatic Cost Out Can Help You Find Them
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Should Cost
June 2025
You Can’t Afford a Cost Analyst But You Still Need Cost Intelligence
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Should Cost
June 2025
Manual Cost Modeling Is Slowing You Down. Here’s How to Eliminate It.
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Should Cost
June 2025
Flying Blind on the Margins: How to Uncover Hidden Costs in Tail-End Products and Suppliers
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Should Cost
PCF
Supply Chain
June 2025
Your BOM Is Broken. Here’s How to Fix It in Minutes
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Should Cost
June 2025
Stuck with Expensive Designs? Here’s How to Uncover Lower-Cost Alternatives Without Waiting on Quotes
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Should Cost
June 2025
Struggling to Weigh Alternate Suppliers? Here’s How to Compare “Make vs. Make” with Confidence
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Should Cost
June 2025
Mitigate Tariff Risk Before It Hits Your Bottom Line: How Product Cost Intelligence Reduces Global Exposure
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Supply Chain
May 2025
Driving Sustainability Action with Muir AI
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Supply Chain
April 2025
Powering Supply Chain Management with Muir AI
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Supply Chain
Feburary 2025
How AI Can Help Identify and Eliminate Harmful Chemicals Like PFAS From Your Supply Chain
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PCF
Supply Chain
January 2025
The Only Supplier Survey You Will Ever Need (Almost)
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PCF
January 2025
We Need More PCFs
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PCF
January 2025
How Muir is Supercharging Primary Data in PCFs
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PCF
Jan 2025
Navigating 2025: The Top Scope 3 Sustainability Trends Shaping Corporate Strategy
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PCF
November 2024
Utilizing AI to determine complex chemical synthesis chains and drive sustainability
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Should Cost
October 2024
Scale Should-Cost Analysis with Muir AI
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October 2024
Introducing Muir AI Walkthroughs
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PCF
October 2024
Understanding the PACT Pathfinder Framework: How Muir AI Encourages Openness In Value Chains
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Company
Sept 2024
Platform News: Muir AI Achieves SOC 2 Type 2 Certification
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PCF
Sept 2024
Muir AI: Find us in the AWS Solutions Library
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Supply Chain
Should Cost
Sept
Solving Supply Chain Inefficiencies: How Muir AI Drives Cost Savings
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PCF
Supply Chain
August 2024
Muir AI vs. Traditional Methods: The Future of Sustainable Supply Chain Decision-Making
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PCF
August 2024
Understanding the Basics: What is a Product Carbon Footprint?
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Supply Chain
PCF
August 2024
Exploring the Future of Supply Chain Decarbonization
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PCF
July 2024
Master CBAM Compliance with Muir AI’s Essential Guide
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PCF
June 2024
Guess the Green with Muir AI’s Carbon Footprint Gameshow at Bloomberg Green Festival
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PCF
Should Cost
June 2024
New Release – Explore: Your Key to Sustainable and Cost-Effective Supplier Selection
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PCF
Should Cost
Supply Chain
May 2024
New Release – Product Origin: Strategic Insights Into Your Supply Chain Operations
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PCF
Should Cost
Supply Chain
April 2024
New Release – Reduction Engine: Empowering Sustainable Supply Chain Decisions
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PCF
Supply Chain
March 2024
Navigating CBAM's Rising Costs Through Smart Supply Chain Optimization
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PCF
February 2024
The Carbon Border Adjustment Mechanism's Transitional Phase Is Underway
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PCF
Supply Chain
February 2024
Navigating Supply Chain Risks in a Carbon-Conscious World
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No items found.
December 2023
Being Right Matters
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Company
October 2023
Muir AI Closes $3.25 Million in Funding
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PCF
February 2023
It’s time to tackle scope 3 emissions
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PCF
May 2023
Using AI and Data Fusion to Determine Scope 3 Emissions
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PCF
September 2023
Begin the Trek
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Isometric technical line drawing of a circuit board with connected components
Should Cost
October 2026
How MCP Accelerates Cost Engineering: From the Parts You Had Time to Study to the Whole BoM
Continue reading
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Supply Chain
Should Cost
PCF
September 2026
Muir AI Named a Winner in the World Economic Forum's (WEF) AI for Resilient Supply Chains Challenge
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Technical line drawing of an articulated industrial robotic arm with motors at each joint
Should Cost
October 2026
How to Evaluate a Should-Cost Platform: Six Requirements for Cost Engineering Teams
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Close-up of copper wire winding inside an electric motor
Supply Chain
Should Cost
August 2026
The Copper Squeeze Sits at the Smelter: What Midstream Concentration Means for Copper-Intensive Products
Continue reading
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Company
Should Cost
Supply Chain
July 2026
Announcing the Muir MCP Connection: Product Intelligence Inside Your Enterprise AI
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Should Cost
Supply Chain
July 2026
AI Took the Memory. China Is Taking the Customers.
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Supply Chain
Should Cost
July 2026
Design for Supply Chain: Why Sourcing Risk Belongs in the Design Phase
Continue reading
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Should Cost
June 2026
From Cost Analyst to Cost Strategist: How AI Changes the Cost Engineering Role
Continue reading
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Should Cost
June 2026
Tear-Down Cost Analysis: The Cost Engineer's Most Underused Tool
Continue reading
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Should Cost
June 2026
Make vs Buy Analysis: How Cost Data Should Drive the Decision
Continue reading
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Should Cost
June 2026
Cost Scenario Modeling: Stop Building One Cost Model, Build a Hundred
Continue reading
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Should Cost
May 2026
How BoM Data Quality Slows Down Your Cost Models (And What Automated Ingestion Changes)
Continue reading
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Should Cost
Nov 2025
Bringing Should Cost Analysis Earlier: Discover Savings at the Beginning of a Lifecycle
Continue reading
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PCF
Should Cost
Oct 2025
Muir AI Launches Public Models Database For All
Continue reading
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Should Cost
PCF
Sept 2025
Agentic Solutions for Bill of Material Data Challenges
Continue reading
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Show More
Supply Chain
Should Cost
PCF
September 2026
Muir AI Named a Winner in the World Economic Forum's (WEF) AI for Resilient Supply Chains Challenge
Continue reading
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PCF
September 2026
Helping SEMI Address the Emissions Data Gap for Semiconductors
Continue reading
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PCF
July 2026
Muir Is Now PACT Conformant
Continue reading
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PCF
May 2026
Muir Top Recommend Tool by Scope 3 Users
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PCF
April 2026
How Amazon Scales Product Carbon Footprints (PCFs) with Muir AI
Continue reading
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PCF
February 2026
Beyond the Label: Navigating the New Era of EUBR Carbon Reporting
Continue reading
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PCF
Should Cost
Oct 2025
Muir AI Launches Public Models Database For All
Continue reading
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Should Cost
PCF
Sept 2025
Agentic Solutions for Bill of Material Data Challenges
Continue reading
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PCF
June 2025
Why You Can’t Hit Net-Zero Targets Without Understanding the True Carbon Impact of MEP Systems
Continue reading
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Should Cost
PCF
Supply Chain
June 2025
Your BOM Is Broken. Here’s How to Fix It in Minutes
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PCF
Supply Chain
January 2025
The Only Supplier Survey You Will Ever Need (Almost)
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PCF
January 2025
We Need More PCFs
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PCF
January 2025
How Muir is Supercharging Primary Data in PCFs
Continue reading
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PCF
Jan 2025
Navigating 2025: The Top Scope 3 Sustainability Trends Shaping Corporate Strategy
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PCF
November 2024
Utilizing AI to determine complex chemical synthesis chains and drive sustainability
Continue reading
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Show More
Tariff
Oct 2025
Small Business Guide To Navigating Current Tariff Policies
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Show More
Supply Chain
Should Cost
PCF
September 2026
Muir AI Named a Winner in the World Economic Forum's (WEF) AI for Resilient Supply Chains Challenge
Continue reading
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Close-up of copper wire winding inside an electric motor
Supply Chain
Should Cost
August 2026
The Copper Squeeze Sits at the Smelter: What Midstream Concentration Means for Copper-Intensive Products
Continue reading
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Company
Should Cost
Supply Chain
July 2026
Announcing the Muir MCP Connection: Product Intelligence Inside Your Enterprise AI
Continue reading
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Should Cost
Supply Chain
July 2026
AI Took the Memory. China Is Taking the Customers.
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Supply Chain
Should Cost
July 2026
Design for Supply Chain: Why Sourcing Risk Belongs in the Design Phase
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Supply Chain
June 2026
How a Power Chokepoint Stalls a Data Center Buildout: Lessons from the AI Power Crunch
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Supply Chain
June 2026
How a Supply Chain Chokepoint Halts Production: Lessons from the Strait of Hormuz
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Should Cost
PCF
Supply Chain
June 2025
Your BOM Is Broken. Here’s How to Fix It in Minutes
Continue reading
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Supply Chain
May 2025
Driving Sustainability Action with Muir AI
Continue reading
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Supply Chain
April 2025
Powering Supply Chain Management with Muir AI
Continue reading
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Supply Chain
Feburary 2025
How AI Can Help Identify and Eliminate Harmful Chemicals Like PFAS From Your Supply Chain
Continue reading
Right arrow
PCF
Supply Chain
January 2025
The Only Supplier Survey You Will Ever Need (Almost)
Continue reading
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Supply Chain
Should Cost
Sept
Solving Supply Chain Inefficiencies: How Muir AI Drives Cost Savings
Continue reading
Right arrow
PCF
Supply Chain
August 2024
Muir AI vs. Traditional Methods: The Future of Sustainable Supply Chain Decision-Making
Continue reading
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Supply Chain
PCF
August 2024
Exploring the Future of Supply Chain Decarbonization
Continue reading
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Show More
Company
Should Cost
Supply Chain
July 2026
Announcing the Muir MCP Connection: Product Intelligence Inside Your Enterprise AI
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Company
Sept 2024
Platform News: Muir AI Achieves SOC 2 Type 2 Certification
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Company
October 2023
Muir AI Closes $3.25 Million in Funding
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AI Innovation for Resilient Supply Chains
September 2026
Muir AI Named a Winner in the World Economic Forum's (WEF) AI for Resilient Supply Chains Challenge
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Logo for SEMI, the leading microelectronics industry association
September 2026
Helping SEMI Address the Emissions Data Gap for Semiconductors
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Technical line drawing of an articulated industrial robotic arm with motors at each joint
October 2026
How to Evaluate a Should-Cost Platform: Six Requirements for Cost Engineering Teams
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Isometric circuit board assembly with labeled components and dimensions
August 2026
Should Cost vs Will Cost: What the Gap Between Them Tells You
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Isometric line drawing of a populated circuit board showing small passive and active components, connectors, and dimension callouts
August 2026
The Two-Cent Bottleneck: How the MLCC Shortage Is Reshaping Electronics BoM Cost
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Close-up of copper wire winding inside an electric motor
August 2026
The Copper Squeeze Sits at the Smelter: What Midstream Concentration Means for Copper-Intensive Products
Continue reading
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PACT conformant designation from the Partnership for Carbon Transparency (placeholder image)
July 2026
Muir Is Now PACT Conformant
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Muir product intelligence running inside an AI assistant conversation via the Muir MCP connection
July 2026
Announcing the Muir MCP Connection: Product Intelligence Inside Your Enterprise AI
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Exploded-view technical drawing of a video doorbell with its two memory chips, DRAM and eMMC storage, highlighted in orange on the circuit board.
July 2026
AI Took the Memory. China Is Taking the Customers.
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July 2026
Parametric vs Bottom-Up Cost Estimating: When Each Works and What AI Changes
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Isometric drawing of a battery
July 2026
Design for Supply Chain: Why Sourcing Risk Belongs in the Design Phase
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Technical line drawing of an articulated robotic arm, an industrial system driven by rare earth permanent-magnet motors
June 2026
When the Magnets Run Out: How a Rare Earth Chokepoint Stalls Production
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Industrial power and electrical infrastructure representing data center buildout supply chain
June 2026
How a Power Chokepoint Stalls a Data Center Buildout: Lessons from the AI Power Crunch
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Muir AI cost intelligence platform interface
June 2026
From Cost Analyst to Cost Strategist: How AI Changes the Cost Engineering Role
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Chokepoints like the Strait of Hormuz have Hidden Impacts on Companies
June 2026
How a Supply Chain Chokepoint Halts Production: Lessons from the Strait of Hormuz
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Tesla Model 3 Wiring Diagram
June 2026
Tear-Down Cost Analysis: The Cost Engineer's Most Underused Tool
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CNC machining of an aluminum component, illustrating the make side of a make-versus-buy decision
June 2026
Make vs Buy Analysis: How Cost Data Should Drive the Decision
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Diagram showing one product cost model branching into many parallel scenario models
June 2026
Cost Scenario Modeling: Stop Building One Cost Model, Build a Hundred
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BoM upload flow showing automated error detection and gap-filling
May 2026
How BoM Data Quality Slows Down Your Cost Models (And What Automated Ingestion Changes)
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Image of Muir's new product model page
May 2026
Expanding Product Intelligence: New Platform Updates
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Muir now a top recommended tool by survey of sustainability users.
May 2026
Muir Top Recommend Tool by Scope 3 Users
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Muir AI dashboard showing product specific carbon emissions and reduction opportunities for suppliers
April 2026
How Amazon Scales Product Carbon Footprints (PCFs) with Muir AI
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EV battery
February 2026
Beyond the Label: Navigating the New Era of EUBR Carbon Reporting
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New Part Being Designed
Nov 2025
Bringing Should Cost Analysis Earlier: Discover Savings at the Beginning of a Lifecycle
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Build your product's model, from tennis shoes to HVACs
Oct 2025
Muir AI Launches Public Models Database For All
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Vessel carrying cargo
Oct 2025
Small Business Guide To Navigating Current Tariff Policies
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Messy Bill of Material
Sept 2025
Agentic Solutions for Bill of Material Data Challenges
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Why You Can’t Hit Net-Zero Targets Without Understanding the True Carbon Impact of MEP Systems
June 2025
Why You Can’t Hit Net-Zero Targets Without Understanding the True Carbon Impact of MEP Systems
Continue reading
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Stop Waiting for Supplier Quotes: Instantly Estimate Upstream Material Costs Despite Market Volatility
June 2025
Stop Waiting for Supplier Quotes: Instantly Estimate Upstream Material Costs Despite Market Volatility
Continue reading
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You Need to Lower Your Cost of Goods by X%. Here’s How Product Cost Intelligence Gets You There.
June 2025
You Need to Lower Your Cost of Goods by X%. Here’s How Product Cost Intelligence Gets You There.
Continue reading
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Your Design Cycle Is Too Fast for Old Costing Tools: Here’s How to Keep Up
June 2025
Your Design Cycle Is Too Fast for Old Costing Tools: Here’s How to Keep Up
Continue reading
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Why You’re Missing Hidden Savings And How Automatic Cost Out Can Help You Find Them
June 2025
Why You’re Missing Hidden Savings And How Automatic Cost Out Can Help You Find Them
Continue reading
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You Can’t Afford a Cost Analyst But You Still Need Cost Intelligence
June 2025
You Can’t Afford a Cost Analyst But You Still Need Cost Intelligence
Continue reading
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Manual Cost Modeling Is Slowing You Down. Here’s How to Eliminate It.
June 2025
Manual Cost Modeling Is Slowing You Down. Here’s How to Eliminate It.
Continue reading
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Flying Blind on the Margins: How to Uncover Hidden Costs in Tail-End Products and Suppliers
June 2025
Flying Blind on the Margins: How to Uncover Hidden Costs in Tail-End Products and Suppliers
Continue reading
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Your BOM Is Broken. Here’s How to Fix It in Minutes
June 2025
Your BOM Is Broken. Here’s How to Fix It in Minutes
Continue reading
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Stuck with Expensive Designs? Here’s How to Uncover Lower-Cost Alternatives Without Waiting on Quotes
June 2025
Stuck with Expensive Designs? Here’s How to Uncover Lower-Cost Alternatives Without Waiting on Quotes
Continue reading
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Struggling to Weigh Alternate Suppliers? Here’s How to Compare “Make vs. Make” with Confidence
June 2025
Struggling to Weigh Alternate Suppliers? Here’s How to Compare “Make vs. Make” with Confidence
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Tariffs don’t just raise costs, they scramble supply chains, derail budgets, and turn sourcing decisions into risky bets. If you’re managing global sourcing or supply strategy, you’ve likely asked yourself: “What’s our exposure if tariffs rise next quarter?” Yet for most organizations, the answer is buried in spreadsheets, generic trade reports, or nowhere at all.
June 2025
Mitigate Tariff Risk Before It Hits Your Bottom Line: How Product Cost Intelligence Reduces Global Exposure
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Smoke stack of a factory
May 2025
Driving Sustainability Action with Muir AI
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Managing supply chains
April 2025
Powering Supply Chain Management with Muir AI
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Muir AI’s new supply trace feature enables rapid queries of supply chains enabling product designers, sustainability, and supply chain professionals to quickly identify where harmful chemicals, such as PFAS, pose potential threats whether known or unknown.
Feburary 2025
How AI Can Help Identify and Eliminate Harmful Chemicals Like PFAS From Your Supply Chain
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Muir's supplier survey template
January 2025
The Only Supplier Survey You Will Ever Need (Almost)
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Technology use for climate reports
January 2025
We Need More PCFs
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Screenshot of the Muir AI Supplier Surveying Solution
January 2025
How Muir is Supercharging Primary Data in PCFs
Continue reading
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Navigating 2025: The Top Scope 3 Sustainability Trends Shaping Corporate Strategy
Jan 2025
Navigating 2025: The Top Scope 3 Sustainability Trends Shaping Corporate Strategy
Continue reading
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Utilizing AI to determine complex chemical synthesis chains and drive sustainability
November 2024
Utilizing AI to determine complex chemical synthesis chains and drive sustainability
Continue reading
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Muir's cost model sankey breaks down finished goods into their subcomponents and provides should cost insights to procurement teams
October 2024
Scale Should-Cost Analysis with Muir AI
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How to Get A Carbon Footprint for Any Product
October 2024
Introducing Muir AI Walkthroughs
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The PACT Pathfinder Framework was developed in coordination with the WBCSD to encourage openness in supply chains
October 2024
Understanding the PACT Pathfinder Framework: How Muir AI Encourages Openness In Value Chains
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AICPA SOC 2 Type 2 Certification
Sept 2024
Platform News: Muir AI Achieves SOC 2 Type 2 Certification
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Muir is now included in the AWS Solutions Library
Sept 2024
Muir AI: Find us in the AWS Solutions Library
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Muir AI provides dynamic cost models that shed light into opaque supply chains allowing greater cost efficiency and an improved bottom line.
Sept
Solving Supply Chain Inefficiencies: How Muir AI Drives Cost Savings
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Why scaling product carbon measurement is needed for forward thinking sustainability and supply chain teams.
August 2024
Muir AI vs. Traditional Methods: The Future of Sustainable Supply Chain Decision-Making
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Image a PCF from Muir's Platform
August 2024
Understanding the Basics: What is a Product Carbon Footprint?
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Muir's co-founders joined Tom Idle on the Scope 3 Podcast to talk supply chains and decarbonization.
August 2024
Exploring the Future of Supply Chain Decarbonization
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Guidance for the EU CBAM Regulation
July 2024
Master CBAM Compliance with Muir AI’s Essential Guide
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Bloomberg Green Festival
June 2024
Guess the Green with Muir AI’s Carbon Footprint Gameshow at Bloomberg Green Festival
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Empowering sustainable supply chains with Explore
June 2024
New Release – Explore: Your Key to Sustainable and Cost-Effective Supplier Selection
Continue reading
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Manage costs and build resilience in your supply chain
May 2024
New Release – Product Origin: Strategic Insights Into Your Supply Chain Operations
Continue reading
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Find you path path to a better supply chain
April 2024
New Release – Reduction Engine: Empowering Sustainable Supply Chain Decisions
Continue reading
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CBAM will lead to carbon emissions impacting the bottom line
March 2024
Navigating CBAM's Rising Costs Through Smart Supply Chain Optimization
Continue reading
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EU's CBAM regulation
February 2024
The Carbon Border Adjustment Mechanism's Transitional Phase Is Underway
Continue reading
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sign saying supply chain issues
February 2024
Navigating Supply Chain Risks in a Carbon-Conscious World
Continue reading
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Bullseye
December 2023
Being Right Matters
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Muir's Founders, Peter Williams and Harris Chalat
October 2023
Muir AI Closes $3.25 Million in Funding
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The world view from space
February 2023
It’s time to tackle scope 3 emissions
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A map of the world
May 2023
Using AI and Data Fusion to Determine Scope 3 Emissions
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A trailhead sign with woods in the background
September 2023
Begin the Trek
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In the news

Muir announced as part of and the AWS 2025 Compute for Climate Fellowship
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Muir AI and S&P Global Market Intelligence Collaborate to Deliver Custom Cost Models for Procurement and Product Cost Optimization
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Muir Identified as One of 52 Tech Hotshots by CBInsights
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