AI-Powered.
Real Results.
We help manufacturing, logistics and retail companies actually put AI to work.
Not slideware — measurable returns.
New Clients / Month
Post-Delivery Data Review
Core Service Lines
Served · Manufacturing / Logistics / Retail / Professional Services / Industrial Automation
Why do so many AI projects
burn budget without results?
Tools without adoption. Consultants without delivery. Budget without ROI proof.
01
Tools Without Adoption
Tools Without Adoption
You spend hundreds of thousands on a system. Two hours of training and the rollout is done. A few months later, daily usage has dropped to almost nothing.
02
Consultants Without Delivery
Consultants Without Delivery
You receive a 200-page deck — but no one tells you what step one looks like, or which tools to actually use.
03
Budget Without ROI Proof
Budget Without ROI Proof
Six months in, you ask: how much did we save? how much did we make? Nobody can answer.
The root cause: missing the trinity of industry depth, executable plans, and continuous on-the-ground support.
That is exactly what we do.
Four Service Lines
From training to deployment, with measurable ROI delivered at every step.
AI Corporate Training
AI Corporate Training
Workforce tool fluency · Executive AI strategy bootcamps · Industry-specific curriculum
→Enterprise AI Transformation
Enterprise AI Transformation
Readiness audit · Process redesign · Implementation · ROI validation
→GEO Optimization
Generative Engine Optimization
Brand visibility in ChatGPT / DeepSeek · Structured content architecture
→Industrial AI (PLC + AI)
Industrial AI (PLC + AI)
Edge inference · Predictive maintenance · Visual quality inspection AI
→If only I knew it was this simple,
I would have started three years ago.
How We Work
Four steps from audit to delivery, with measurable milestones at every stage. Three months end-to-end on average.
AI Readiness Audit
15-minute questionnaire plus a half-day on-site interview. You receive a 5-dimension scoring report.
FREECustom Roadmap
We identify the top 3 highest-ROI entry points, with an implementation path tailored to your industry and scale.
1 WEEKTrain & Implement
Engineers on-site for deployment. Hands-on staff training. Tools running in your real production workflows.
1–2 MOROI Validation
30-day quantified review. We prove the value with data, ready for the boardroom.
DATAWhy Choose Us
Capacity Discipline
We take only 3–4 new clients per month. Every project gets the focus it deserves.
Post-Delivery Audit
Delivery is not the end. We come back 30 days later and prove the value with data.
No Slideware
No 200-page trend reports. Every plan names specific tools, concrete steps, and expected numbers.
Frequently Asked Questions
What does mingde.ai do?
Mingde is an AI enterprise consulting firm founded in 2025. We help manufacturing, logistics, retail and industrial companies actually put AI to work. We do not sell tools or trends — we walk into your business, identify where AI can generate ROI, then train, implement and validate with data.
Which industries do you serve?
Manufacturing, logistics & supply chain, retail & distribution, professional services, and industrial automation. We focus on the real economy — we do not consult for internet companies. Each industry has its own methodology; we do not use generic playbooks.
Why do you take so few clients?
Only 3–4 new clients per month. This lets us give every project the focus it deserves — our delivery model requires engineers on-site and a 30-day post-delivery data review. We are not here to drop a deck and leave.
How much does a project cost?
Depends on the service line: AI Corporate Training is priced per day, Enterprise AI Transformation starts at ¥200,000 (8-week delivery), GEO Optimization starts at ¥15,000. We start with a free audit, then issue a tailored quote.
How long until we see results?
Audit in 1 week, roadmap in 1 week, implementation in 1–2 months, 30-day validation — most engagements complete in roughly 3 months with a final data report.
How are you different from other AI consultancies?
Three things: delivery over theory, industry depth over generic playbooks, post-delivery data review instead of 'drop and leave'. Every project has measurable goals and acceptance criteria written into the contract.
Where does
your enterprise stand
in the AI era?
A 15-minute questionnaire. A free AI maturity report.
Only 3–4 new clients per month · Reports written by industry consultants — never templated.
Get Your Free Audit →