Open for collaboration · AI Products / Digital Solutions / Consulting

AI Product & Digital Solution Consultant

15+ years in ToB enterprise services and digital projects, serving SMEs and government-enterprise clients. Specialized in AI product planning, digital solutions, and business rollout that drive AI adoption, growth, and operational efficiency.

AI Digital Decision-Flow Control System v2.0
Private Enterprise Data
Business Network Awareness
AI Decision Engine
Agent Automation
Business Value Delivery
Real-time Digital Transformation TasksStatus
1. Deep-diagnose business & end-to-end process bottlenecks100% Diagnosed
2. Design custom AI Agent workflow architectureDeploying...
3. Forecast digital transformation ROIExpected uplift +38.5%
Avg. Labor Cost
-35%
via process redesign
Faster Decisions
10x+
smarter responses
Core Process Coverage
88%
dense agent coverage
0+
Years Experience
0+
Users Served
0+
Industries Served
0+
Projects Delivered
BUSINESS FIRST · AI ENABLED

We understand business — and we deliver real AI.

For over 15+ years I have focused on ToB enterprise technology services, with serial-entrepreneur and management experience, serving SMEs, chain brands, and government-enterprise clients across the full lifecycle from analysis and design to delivery.

Lately I have been exploring generative AI in enterprise settings, combining tools like ChatGPT, Claude, Cursor, and Coze with a Python / Java / PHP stack to rapidly build AI workflows, automation, and lightweight product prototypes.

Unlike traditional software or consulting, we focus on business value and real rollout — blending product thinking, AI capability, and project experience into digital solutions that are truly implementable and continuously optimizable.

Business-Driven

Always start from business goals. Drive digital upgrade through analysis, product planning, and solution design.

AI in Production

Continuously explore generative AI in enterprise scenarios; rapidly build agents, automation workflows, and lightweight AI apps.

Full-Cycle Delivery

Cover client communication, analysis, design, implementation, and continuous optimization — the whole path to rollout.

TRUST & PARTNERSHIPS

Trust & global ecosystems, building your digital foundation of trust

Featured in Media

Media Presence

Industry voice & authority

Interviewed by national, regional, and government media on enterprise digitalization and digital marketing, sharing industry perspectives.

Media Presence
Technical Advisor

Advisory Board

Endorsement from tech giants

Appointed technical advisor to a tier-2 subsidiary of a construction group, leading digital and AI rollout consulting for large organizations.

Advisory Board
Chamber Tech Advisor

Chamber Bridge

Deep in APAC startup ecosystem

Active across Southeast Asian and local startup ecosystems as a technology advisor to overseas Chinese chambers and SME owner groups.

Chamber Bridge
CAPABILITIES & EXPERTISE

End-to-end digital delivery capability

Closing the last mile. Blending deep business understanding, strong product thinking, and AI delivery skills into digital solutions that truly land.

Business Analysis

Understand business models and customer needs; quickly map processes, spot key issues, and uncover digital & AI opportunities.

Business AnalysisRequirement DiscoveryProcess AnalysisCustomer InsightValue Mapping

Product Strategy

Analysis, product planning, feature design, and prototyping that move ideas to implementable solutions.

Product StrategyRoadmapMVPUX DesignPrototype

Solution Design

Combine business goals, product capability, and technical reality into digital solutions with both value and feasibility.

Solution DesignEnterprise SolutionBusiness ConsultingDigital TransformationIntegration

AI in Practice

Use mainstream AI tools to build agents, automation workflows, and enterprise AI apps that accelerate innovation.

ChatGPTClaudeCursorCozeAI Workflow

Project Delivery

Own communication, confirmation, execution, launch, and optimization — making sure the solution actually ships.

Project DeliveryImplementationAgileCollaborationCustomer Success

Rapid Prototyping

Combine Python, Java, PHP, and AI dev tools to validate product ideas, small apps, and integrations fast.

PythonPHPJAVAAPIRapid PrototypeAutomation
FEATURED WORKCASE

Featured cases: real digital results that drive efficiency

We care about real efficiency gains and high-quality closed-loop delivery. Happy to go deeper on any project.

CASE-01

AI Enterprise Ringback & Customer Service Solution

AI Enterprise Ringback & Customer Service Solution

AI Product DesignAgent ArchitectureKnowledge EngineeringSolution Delivery

For an enterprise ringback business in its long-tail phase, I re-architected the manual consultation, copywriting, and audio production into an AI-driven workflow, while keeping humans for complex cases and final delivery.

  • ›Re-architected the manual ringback service into a Multi-Agent workflow
  • ›Auto-generated multi-emotion copy with one-click high-fidelity TTS
  • ›AI + Human-in-the-loop; humans keep complex cases and final delivery
AI Enterprise Ringback & Customer Service Solution
CozeMulti-AgentKnowledge BaseSpeech SynthesisAI WorkflowWeChat Integration
Watch Demo
CASE-02

Enterprise Digital Solutions

Enterprise Digital Solutions

Business DiscoveryProduct DesignSolution SalesTeam Management

Starting from enterprise communication services, I expanded into websites, mini programs, e-commerce, distribution, and custom software for SMEs, building a productized digital service system across different budgets and growth stages.

  • ›Grew a single communication product into a one-stop digital service system
  • ›Tiered solutions by budget and complexity — build only what fits
  • ›Long-term B2B practice; team reached roughly 30 people
Enterprise Digital Solutions
PHPJavaPython.NETuni-appSaaS PlatformsCustom SoftwareEnterprise Digitalization
Watch Demo
CASE-03

WMS Warehouse Management System

Warehouse Management System

Requirement AnalysisSolution DesignLow-Code SelectionRapid Delivery

Faced with a digitalization requirement to deliver within one week, I reconsidered the line between custom development and system configuration, and used a low-code platform to deliver the core warehouse management solution.

  • ›Reframed build-vs-configure, choosing low-code over from-scratch
  • ›Core version in ~2 days, fast delivery of a demonstrable system
  • ›Turned manual Excel records into a structured digital workflow
WMS Warehouse Management System
Low-Code PlatformHuoBanYunWMS ConceptsData ModelingWorkflow ConfigurationDashboard
Watch Demo
DELIVERY PIPELINE

The path from AI to digital transformation

A structured, high-certainty consulting delivery standard keeps decision-makers (business ROI) and execution (system rollout) aligned at every stage.

PHASE 01//DISCOVER

Diagnose

Go on-site for interviews and data-asset audits, build an opportunity map, and pinpoint where AI and automation truly cut cost and lift efficiency.

Key Deliverables
  • Business opportunity map
  • Business value hypotheses
  • Data readiness review
PHASE 02//DESIGN

Design

Plan system architecture, data flow, and evaluation standards into a digital blueprint that balances business logic with ROI.

Key Deliverables
  • Solution architecture
  • Product prototype
  • Impact evaluation plan
PHASE 03//BUILD

Deliver

Hands-on execution — wire LLMs, knowledge bases, automation agents, and business systems together into a product that runs steadily.

Key Deliverables
  • Production-grade automation
  • Policy safety guardrails
  • Business observability
PHASE 04//SCALE

Scale & Optimize

Roll out org-wide, enable teams, and codify playbooks so the organization keeps iterating even after the engagement ends.

Key Deliverables
  • Standard operating procedures
  • Team enablement training
  • Digital governance standards
COGNITIVE AGENT

Consult My AI Assistant

This assistant has deeply learned my consulting content, the government-enterprise digital projects I've led, and hands-on AI automation workflow experience.

Ask how I can help your team, how a project moves forward, or what systems I've built. It's the same high-efficiency AI workspace I deliver to enterprise clients.

Hardy's AI Assistant
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SECURE CONNECTION AVAILABLE

Turn your AI strategy into real digital outcomes

Whether you have a clear rollout plan or just an idea worth exploring, I would love to talk. To protect delivery quality, I focus on only a handful of high-value deep collaborations at a time.