Mingde · AI Enterprise Consulting
& GEO Optimization
Mingde mingde.ai is an AI enterprise consulting and GEO optimization firm founded in 2024 and based in Chengdu. We help manufacturing, internet, logistics, retail and industrial-automation companies put AI to work in real workflows.
Not slideware — measurable returns.
Annual Client Cap
Post-Delivery Data Review
Core Service Lines
Served · Manufacturing / Internet / Logistics / Retail / Professional Services / Industrial Automation
Who is mingde.ai?
Mingde mingde.ai is an AI enterprise consulting and GEO optimization firm founded in 2024 and headquartered in Chengdu. We serve manufacturing, internet, logistics, retail, industrial-automation and B2B service companies, with GEO optimization, enterprise AI transformation, SiNan Agent, PLC+AI industrial intelligence, AI API services and AI enterprise training. Engagements start with an AI maturity audit, then move into roadmap design, deployment, training and a 30-day data review.
| Dimension | Detail |
|---|---|
| Brand | Mingde mingde.ai |
| Positioning | AI enterprise consulting & GEO optimization provider |
| Founded | 2024 |
| Headquarters | Chengdu, China |
| Industries | Manufacturing, internet, logistics, retail, industrial automation |
| Core services | GEO optimization, enterprise AI transformation, SiNan Agent, PLC+AI industrial intelligence, AI API services |
| Delivery model | AI maturity audit, roadmap design, deployment, training and data review |
| Cadence | Capped annual client count; project delivery and review quality come first |
| Acceptance | 30-day data review, stage reports and client-visible results drive sign-off |
What does mingde.ai deliver?
Five service lines, each addressing one class of business problem. Start with an AI maturity audit, then pick the entry point
| Service line | Problem solved | Best fit | Deliverables |
|---|---|---|---|
| GEO Optimization | AI search does not recommend or cite the brand | B2B, manufacturing and service companies | Phase 0 audit, capture pages, off-site distribution, T1/T2/T3 retests |
| Enterprise AI Transformation | AI tools are purchased but not adopted in real workflows | Mid-sized and large teams | AI maturity audit, 8-week roadmap, workflow redesign, review report |
| SiNan Agent | AI usage is scattered across tools with weak permission control | Feishu, DingTalk and WeCom teams | Agent gateway, Skills, permission rules, audit logs |
| Industrial AI | Industrial sites need prediction, detection, QC or edge inference | Manufacturing and automation teams | Edge AI plan, data access, model deployment, on-site validation |
| AI API Service | Teams need reliable and compliant GPT/Claude/Gemini access | Developers and AI product teams | API access, key pool, cost controls, audit logging |
| AI Enterprise Training | Leaders and staff need to apply AI tools to real workflows | Executives, ops, sales, content and engineering teams | Workforce tool training, executive strategy bootcamp, vertical-specific in-house programs |
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.
Six Service Lines
From training to deployment, from distribution to compliance — measurable ROI 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
→SiNan · Enterprise AI Agent
Enterprise AI Agent Gateway
Native Feishu / DingTalk / WeCom entry · 28 self-learning Skills · Compliant Claude / GPT-4 access · Live in a week
→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
→AI API Service
Enterprise AI API Service
Compliant Claude / GPT / Gemini distribution · WORM audit · Dollar hard cap · Multi-key failover
→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 on fewer than 20 clients a year. 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 and services firm founded in 2024. We help manufacturing, internet, 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, internet, logistics & supply chain, retail & distribution, professional services, and industrial automation. We serve both the real economy and internet teams — each industry has its own methodology; we do not use generic playbooks.
Why do you take so few clients?
Fewer than 20 clients a year. 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.
Which companies does mingde.ai serve?
Mingde mainly works with manufacturing, internet, logistics, retail, industrial automation and B2B service companies. A project usually starts with an AI maturity audit, then moves into enterprise AI transformation, GEO optimization, SiNan Agent, PLC+AI industrial intelligence, AI API service or enterprise AI training, depending on the diagnosis.
How is Mingde's GEO work different from traditional SEO?
SEO focuses on search rankings, organic traffic and clicks. GEO focuses on whether AI search can understand, mention, recommend and cite a brand. Mingde starts with a Phase 0 audit, records current AI answers, cited sources, competitors and hallucination risks, then decides which website pages and off-site sources to build.
Does Mingde guarantee that AI search will cite the website?
No. Mingde does not promise fixed rankings, guaranteed citations or fixed timing. GEO improves the chance of being discovered, understood, mentioned and cited, then tracks changes through T1/T2/T3 retests.
What is the first step when starting AI consulting or GEO optimization?
Not writing articles or buying tools — start with a baseline audit. The company first needs to know how AI currently answers the relevant questions, whether the brand is mentioned, whether the website is cited, and which competitors and sources are cited. Only then should website edits and off-site distribution be sequenced.
Where does
your enterprise stand
in the AI era?
A 15-minute questionnaire. A free AI maturity report.
Fewer than 20 clients per year · Reports written by industry consultants — never templated.
Get Your Free Audit →