Make one task clear
Scattered information and experience-based rules. Map the workflow and inputs, then test a clear use case.
Explore a starting path →HARBOR AI · ENTERPRISE AI APPLICATION DESIGN & INNOVATION LAB
Turn business ideas
into tangible results.
From enterprise AI and business systems to customer research, product pages and video. We start with the work, connect AI to specific tasks, and help teams build lasting skills through training.
ENTERPRISE AI
Different foundations.
Different starting points.
Start with how work happens today. Choose the next step from there.
Connect AI to existing systems
ERP, data and an implementation team are in place. Define interfaces, permissions and human review around a task.
Explore system integration →Explore the work AI can support
Marketing & sales ↗Product & R&D ↗Procurement & supply chain ↗Production & quality ↗Finance & operations ↗Company knowledge ↗
Inside enterprise workflows
Case study in preparation
Order information processing
Details will be added later.
Case study in preparation
Enterprise AI Workspace
Details will be added later.
SELECTED WORK / PRODUCTS & PROJECTS
See the approach
through the work.
Customer research, product pages and video: follow how inputs become organized, produced and reviewed outputs.
RESEARCH → EVIDENCE → REVIEW
Product & marketCandidate researchHuman review
Candidate APriority review
Candidate BNeeds evidence
01 / CUSTOMER RESEARCH
Overseas Lead Generation
Turn product and market criteria into structured research, matching evidence and prioritized candidates for follow-up.
Anonymized workflow demo · Not a live search
Explore the project ↗
02 / PRODUCT CONTENT
Miaopu · AI Product Pages
Build a coherent product page from real product references, with hero visuals, use scenes, details and selling points.
AI-generated product visuals
Explore the project ↗
03 / VIDEO CONTENT
Global UGC Video
Turn product information into everyday stories and explore UGC-style video across different product categories.
AI-generated UGC-style samples, not real customer testimonials.
Explore the project ↗
04 / CONTENT WORKFLOWS
AI Marketing Video Workspace
Organize company materials, scripts, visuals and presenter formats into a video workflow that can be reviewed at each step.
Workspace workflow demo · AI video excerpts
Explore the project ↗TRAINING & WORKSHOPS / TEAM CAPABILITY
Help your team start.
Give them a way forward.
Build shared understanding through practical exercises and focused validation.
ABOUT / FOUNDER
Li Muzi
AI Engineer · Founder of Harbor AI
My work starts with business problems: understanding how people complete their tasks, then connecting AI with existing people, data, software and workflows.
Alongside products and projects, I use training and talks to put practical methods into the hands of the people doing the work.
Before we begin, define what should improve. After delivery, look at time, quality and team workload to judge whether it has helped.
Start with a clear problem.
Explore our enterprise AI approach, or get to know Harbor AI through the work.