
Independent Manufacturing Intelligence
How the world’s factories run better.
For the people who run, improve and buy for manufacturing businesses.
See the evidence behind how manufacturers get found, win qualified work, choose technology and improve operations.
Six evidence desks for
the decisions manufacturers face.
Start with the decision in front of you. Each desk brings together investigations, buyer guides, current developments, and practical analysis while keeping the constraints of each manufacturing sector visible.
Browse all industries-
01
Website &
RFQ ConversionCapability pages and quote paths that help buyers verify fit and submit a useful RFQ.
Open desk ↗ -
02
SEO & AI Search
VisibilityHow manufacturers get cited and found wherever buyers research suppliers.
Open desk ↗ -
03
Manufacturing
SoftwareERP, MES, CMMS, PLM, CPQ, QMS, and the questions to ask before a demo.
Open desk ↗ -
04
Automation &
Factory AICobots, machine vision, predictive maintenance, IIoT, and practical factory AI.
Open desk ↗ -
05
Operations &
QualityOEE, maintenance, scheduling, lean practice, quality, and compliance under real constraints.
Open desk ↗ -
06
Supply Chain &
LogisticsProcurement, inventory, planning, traceability, logistics, and supplier resilience.
Open desk ↗
The Weekly Dispatch
One useful piece of manufacturing intelligence, most weeks.
New investigations, buyer guides and current developments across the six evidence desks — sent while they still change a decision.
Start with the
latest work.
Why Agentic AI Stalls at the Team Layer in Mid-Market Manufacturing
Mark Concannon explains why agentic AI stalls in mid-market manufacturing, where humans stay in the loop, and what plants should fix before buying.
Read the fileNo published files yet
This archive is still empty.
Browse the latest evidence while this archive is being built.
The DispatchTurn useful evidence into a better buyer journey.
The Factory Dossier helps manufacturers improve the path from being discovered to a useful RFQ and a measurable handoff. Choose the part of that path that needs work.
Explore all servicesNot sure where to begin? The public-site review below starts with what a buyer can see.

Methods you
can inspect.
Original-data investigations state the scope, sources, dates, tools, limitations, and conflicts that shape the result. Consequential claims link to primary sources, and substantive corrections remain visible.

Your sector’s constraints,
kept in view.
The shared operating problem travels between sectors—the constraints do not. Industry files keep the context that changes the answer, across CNC machining, PCB assembly, aerospace, medical devices, food, chemicals, energy and more.
Find your industry file
Shortlists built around the buying decision.
We compare manufacturing software, services, and supplier options by operational fit, implementation or qualification risk, pricing evidence, and the questions worth asking before a sales conversation.
No published files yet
This archive is still empty.
Browse the latest evidence while this archive is being built.
The Dispatch
The useful detail is usually inside the decision.
We invite owners, operators, engineers, quality leaders, software buyers, and supply-chain practitioners to explain one decision: what changed, what failed, what it cost, and what another manufacturer should ask next.
- First-hand operating experience
- Factual and quotation checks
- No payment for favorable framing
See your site the way a serious buyer does.
We inspect the public pages buyers use to understand your capabilities, verify fit and request a quote, then return the three priorities worth addressing first. The first 20-point review costs $0; paid implementation is optional.
Request my $0 website review