01
STEVE'S STORY
About Steven Moskowitz, Ph.D.
Steven Moskowitz spent his career at the intersection of science, manufacturing, and organizational change — as a researcher, an innovator, and a practitioner who helped large manufacturers navigate some of the hardest transformation challenges in the industry.
That experience gave him a particular view of why manufacturing AI so often stalls: the technology isn't the constraint. The management system is.
AIMS is the framework he built to fix that — developed through direct engagement with manufacturers, grounded in international standards, and validated through the emerging practice of Industry 4ward.
02
CREDENTIALS & AFFILIATIONS
Practice, grounded in standards.
Ph.D.
Scientist and innovator by training — an analytical lens few in this space share. [Field & institution to confirm]
AIMRI Certified — INCIT
Certified in the AIMRI framework by the International Centre for Industrial Transformation.
Strategic Doing Practitioner
Trained through the Strategic Doing Institute in collaborative, action-oriented strategy.
NAM - IRI - MLC
Former engagement with the National Association of Manufacturers, including the Industry Resource Institute and Manufacturing Leadership Council.
Speaker, Panelist & Moderator
MD&M West · SME · MD&D Midwest · MLC · IRI · Semicon West · PMMI
Publisher — A Brighter Path 4ward
Author of the LinkedIn newsletter synthesizing research and field experience on manufacturing AI.
03
PHILOSOPHY
Why "Lit Up, Not Lights Out."
The dominant narrative around manufacturing AI is about replacement — lights-out factories, automated decision-making, the end of the human role on the plant floor.
Steve's view is different.
The experienced workers who carry decades of contextual knowledge are not obstacles to AI. They are the asset AI needs to become useful.
AIMS is built on that premise — to amplify human judgment, not automate it away.
04
THE FIRM
About Industry 4ward LLC.
A Massachusetts-based manufacturing AI transformation consultancy. We work with CDOs, CIOs, and plant and business-unit leadership at manufacturers who are serious about AI — and serious about doing it in a way that works.
No Software
We don't sell a platform. There's nothing to push.
A Framework
A structured management system, grounded in international standards.
The right altitude
We operate where transformation either happens or doesn't.