AI Strategy · Implementation · Impact

Elevating
Enterprise Intelligence

KynLogic is a strategic consulting and implementation partner for enterprise AI transformation, serving retail, manufacturing, semiconductor, and beyond.

50+
Clients
6
Industries
98%
Delivery Rate
8 Yrs
Years

What We Do

From Strategy to Production

01

AI Strategy Advisory

In-depth business diagnostics leading to a practical AI transformation roadmap with clear ROI expectations.

02

LLM Application Development

Enterprise-grade deployment and customization of leading LLMs, on-premise or private cloud.

03

Data Foundation

Data governance, warehouse architecture, and feature engineering to underpin all AI initiatives.

04

Intelligent Process Automation

Embedding AI into sales, supply chain, production, and customer service for step-change efficiency.

05

AI Governance & Compliance

Building AI ethics frameworks and data security systems that meet domestic and international regulations.

06

AI Capability Building

Systematic AI literacy programs for leadership and technical teams to build lasting internal capability.

Industries

Deep Industry Expertise

Retail & FMCG

Retail & FMCG

Global Top 3 FMCGDemand ForecastPersonalizationInventory
Semiconductor / Memory

Semiconductor / Memory

China #1 Memory BrandYield ImprovementEDA AssistSupply Chain
Manufacturing

Manufacturing

Global Leading Auto PartsPredictive MaintenanceVisual QCScheduling
Financial Services

Financial Services

Top-Tier FinTech PlatformSmart Risk ControlAnti-FraudRobo-Advisory
Logistics & Supply Chain

Logistics & Supply Chain

Industry-Leading LogisticsRoute OptimizationWMS AutomationDemand Sensing
Enterprise Services

Enterprise Services

Fortune 500 ClientsAI Customer ServiceKnowledge Q&AHR Assistant

Our Methodology

Five-Phase Delivery

01

Diagnose

In-depth interviews, process mapping, and high-value AI opportunity identification.

1–2 wks
02

Design

Roadmap, tech selection, KPI definition, and feasibility assessment.

2–3 wks
03

Validate

Minimum-cost PoC to test core hypotheses and demonstrate early value.

4–6 wks
04

Scale

Engineering, integration, training, and embedding AI into production workflows.

2–6 mo
05

Optimize

Ongoing monitoring, feedback loops, and iterative improvement for sustained value.

Ongoing

Case Studies

Results Speak

Retail & FMCG

Global Top 3 FMCG Group

Delivered in 5 months

Challenge

Omni-channel forecast accuracy insufficient; promo ROI hard to quantify; supply chain lag

Solution

Built AI demand forecasting & smart replenishment with promo attribution, integrated with global ERP

Key Results

+38%
Forecast Accuracy
+35%
Inventory Turnover
+52%
Promo ROI
Semiconductor / Memory

China's #1 Memory Brand by Shipment

Delivered in 8 months

Challenge

Yield volatility; process tuning relied on expert intuition; slow capacity ramp

Solution

Built AI yield analytics platform auto-correlating process params with yield, supporting line decisions

Key Results

+4.2pp
Yield Improvement
3d → 4h
Tuning Cycle
¥20M+
Annual Savings
Manufacturing

Global Leading Auto Parts Group

Delivered in 4 months

Challenge

Welding QC relied on manual inspection; miss rate >3%; production bottleneck

Solution

Deployed visual AI inspection with real-time defect detection integrated into MES

Key Results

−96%
Miss Rate
+8×
Throughput
−70%
QC Headcount

About Us

Our Story

KynLogic was founded by practitioners from BAT, Fortune 500s, and top-tier consulting firms — people who have seen AI projects fail firsthand. The root cause is almost never the technology; it is always the implementation.

Execution-First

We refuse to deliver shelf-ware reports. Every engagement ends at measurable business improvement.

Industry-Deep

Focused verticals with deep methodological assets, not generalist breadth.

Vendor-Neutral

No vendor allegiance. We select the right technology for each client context.

Leadership

Daisy Xia
Daisy Xia
Co-Founder & CEO

10+ years in enterprise digital transformation consulting across retail, FMCG & manufacturing

Steven Lin
Steven Lin
Co-Founder & CTO

Former Google Senior Engineer with deep AI & large-scale systems expertise; led multiple enterprise AI products to production

Get in Touch

Start Your AI Transformation

Complete the form and a consultant will reach out within one business day to arrange a complimentary diagnostic session.

Email
chengjie.lin@championwork.com
Address
6F, Yun Technology Building, Nanshan, Shenzhen

Complimentary Diagnostic Includes

— Business pain-point diagnosis

— AI feasibility assessment

— Indicative ROI modelling

— Relevant case study walk-through