mingde.ai
№ 01Practice — Five Pillars

Five
Service Lines.

From training to deployment, with measurable goals at every step. No theory, just numbers.

№ 02Service Line 01
01

AI Corporate Training

AI Corporate Training

Help your team actually learn to use AI — not just sit through a lecture and forget. We tailor curriculum by industry, from executive strategy to frontline tool practice, hands-on until it sticks.

Workforce AI Tool Training

From ChatGPT to industry-specific tools — hands-on, not a tour-bus seminar

Executive AI Strategy Bootcamp

Half-day intensive helping decision-makers see real opportunities and risks in your industry

Industry-Tailored Workshops

Production scheduling, logistics dispatch, retail merchandising — case studies built around your scenarios

Post-Training Support

30 days of follow-up Q&A so the tools become part of daily workflows

Expected Outcome

Used, not just heard

30 days of post-training Q&A to ensure tools become part of daily workflows

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№ 03Service Line 02
02

Enterprise AI Transformation

Enterprise AI Transformation

Diagnose, design, deploy, validate — four steps to measurable results. No 200-page decks. Every step has a clear deliverable and a numeric goal.

AI Maturity Audit

15-minute questionnaire plus on-site interview, generating a 5-dimension scoring report

Process Redesign

Identify the top 3 highest-ROI entry points and design the implementation path

Implementation + Training

Tool deployment, data integration and staff training in one go, with engineers on-site

ROI Validation Report

30-day quantified review with data your board can act on

Expected Outcome

Results in ~3 months

Every dollar — where it went and what it earned, made plain

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№ 04Service Line 03
03

SiNan · Enterprise AI Agent

Enterprise AI Agent Gateway

A compliant AI chat entry inside Feishu / DingTalk / WeCom, wired into your internal knowledge base and data sources. We don't rewrite the agent — Hermes, OpenClaw and other open-source agents plug in as the pluggable core. Governance, audit and quotas are baked into every call.

Native IM Ingress

Employees don't switch tools. @SiNan inside Feishu and receive a card message with download buttons

28 Self-Learning Skills

Query / analysis / generation / SQL — four categories out of the box; the system learns your workflows and auto-generates new skills

Enterprise-Grade Governance

SHA256 audit chain · 4-tier quota · policy engine · multi-tenant RLS · AES-256-GCM key isolation

Governed Multi-Model Routing · Claude / GPT-4 Access

Domestic stack by default for SOE/regulated clients (GLM / Qwen / DeepSeek). Customers with overseas entities access Claude, GPT-4 and Gemini compliantly through AWS Bedrock / GCP Vertex (non-China regions).

Expected Outcome

Whole workforce on AI within a week

2746 automated tests, live in production, Phase 3 ready

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№ 05Service Line 04
04

GEO Optimization

Generative Engine Optimization

Make your brand visible inside ChatGPT, DeepSeek, Perplexity and other AI search engines. The new battlefield beyond traditional SEO — claim your position first.

AI Visibility Audit

Test how your brand currently performs across major AI search engines and identify blind spots

Proprietary GEO Toolchain Deployment

A complete toolchain covering all major AI search engines, deployed in one go

Content Matrix Build-Out

Structured content so AI accurately cites your products and services — not your competitors'

Expected Outcome

From 'invisible to AI' to 'recommended by name'

Your customers are already searching with AI — are you in the results?

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№ 06Service Line 05
05

Industrial AI (PLC + AI)

Industrial AI (PLC + AI)

Put AI on the factory floor, not just in the office. Edge computing plus industrial protocol integration — production data driving real-time decisions.

Edge Inference Deployment

AI models running on edge devices on the production line — millisecond response, no cloud dependency

Predictive Maintenance

Vibration, temperature, and current data → failure warnings 72 hours in advance

Visual Quality Inspection AI

Cameras + AI replacing manual inspection — defect rates down sharply, inspection 5× faster

Expected Outcome

Downtime ↓ · Yield ↑

Changes you can see and measure on the shop floor

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№ 07Service Line 06
06

AI API Service

API SERVICE

Distribute Claude / GPT / Gemini to your enterprise clients compliantly. WORM audit log · Dollar budget hard cap · Error redaction · Multi-key failover — compliance-first, distribution without worries.

WORM Audit (365-day deletion-proof)

All call events land in MinIO Object Lock — physically prevents deletion to satisfy FinTech/healthcare compliance requirements.

Dollar Hard Cap Pre-deduction

Atomic pre-deduction at max_tokens × model price prevents Denial-of-Wallet attacks from zeroing out monthly budgets in one burst.

Multi-Key Pool + Circuit Breaker

Per-Tier key sharding; auto-failover when provider 5xx rate exceeds 30%. Clients experience no degradation.

OpenAI SDK — Zero Client Changes

Clients only swap the base URL. Backend auto-translates to Anthropic and other upstream native protocols.

Expected Outcome

Compliant · Controlled · Zero Downtime

From onboarding to first Virtual Key in 30 minutes

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№ 06bFrequently Asked

About Our Services

Q.01

How do I choose between the five service lines?

Start with employee training → AI transformation restructures processes → SiNan puts AI in front of your whole workforce → GEO makes your brand visible to AI → Industrial AI brings it to the shop floor. Most clients begin with a free maturity audit, and we recommend 1–2 service lines based on their current state.

Q.02

Do I have to do all five?

No. We start with a free audit to see what you actually need now. Typically we recommend only 1–2 service lines — we would rather scope down than over-invest.

Q.03

Can small companies do AI transformation?

Yes, but the path is different. Companies under 50 people should start with AI Corporate Training or GEO Optimization to build team capability and brand visibility. Full private AI transformation is better suited to companies with 100+ staff and dedicated IT.

Q.04

Do you provide ongoing maintenance?

Every project includes 30 days of data tracking and Q&A. For larger scenarios, an annual operations contract is available, or we can train your team to run it in-house.

№ 07Engage with Mingde

Not sure where
to begin?

Start with a free audit. We will help you find the highest-ROI entry point. Fewer than 20 clients per year — slots are limited.

Get Your Free Audit →