Connect the dots from AI strategy to the shop floor.
Ts. Quincy Tan and thedots are AI transformation strategists and practitioners for manufacturers, distributors and enterprises. We set the direction, connect your enterprise workflows, and stay on the floor until it works.
- AI consultingstrategy and roadmap
- IR4.0 · IR5.0smart, human-centric industry
- Enterprise workflowERP · WMS · MES connected
- Manufacturing operations
- Warehouse
- Supply chain management
- Enterprise workflow & strategy
- Generative AI
- Agentic AI
- Software
- Management ↔ Technical
- Finance ↔ Operations
- Change management & upskilling
AI projects rarely fail on software.
They fail in the gaps.
Companies buy a WMS, an ERP or an AI tool, then discover nobody mapped the process, nobody owns the data and the team was never trained to work alongside it. The system gets blamed.
Real results come from three things working together: people, process and system. Most companies invest in one and hope the other two follow. thedots connects the gaps between them, so your team cuts the noise and focuses on outcomes and results.
If any one is zero, the result is zero.
- Systemthe WMS, ERP or AI tool you buy
- Processhow work really flows
- The gapswhere thedots connects
- Peopleskills, roles and ownership
Four nodes from awareness to AI readiness.
Aware
See what the problem really costs, and where AI genuinely helps versus where it adds risk.
Know
Learn what good looks like: process, data, controls and the role of agentic AI in your industry.
Skill
Your team practises the new way of working, with human checkpoints, before anything goes live.
Ready
A sequenced roadmap with owners and success measures, so the first project earns the next.
Where AI fits in your enterprise.
Your ERP, WMS, MES and accounting each hold part of the truth. An agentic layer connects them into one enterprise intelligence, so work moves across systems on its own and people approve the decisions that matter.
- Email & docs Reads a purchase order from a customer email.
- CRM Matches the customer, price list and credit terms.
- WMS Checks stock across warehouses: 200 units short.
- MES Proposes a production run to cover the shortfall.
- You decide Planner approves the schedule change.
- ERP Creates the sales order and confirms the delivery date.
- Accounting Raises the invoice once the delivery order is signed.
- IoT & sensors Detects abnormal vibration on the Line 2 motor.
- MES Marks the line down and pauses the running work order.
- ERP Finds the customer orders affected and their due dates.
- Procurement Checks spare-part stock and supplier lead time.
- You decide Maintenance lead approves the repair plan.
- CRM Drafts revised delivery dates for each affected customer.
- Accounting Pulls unreconciled bank lines for the period.
- ERP Matches them to invoices, receipts and credit notes.
- Email & docs Requests missing statements from suppliers.
- WMS Values stock on hand at period end.
- You decide Finance manager reviews exceptions and signs off.
- Accounting Posts accruals and prepares the close pack.
Illustrative workflow · key decisions stay with your people
- Clean master data
- System access through APIs
- Written approval rules
- One owner per process
HRDC-claimable programmes.
Intelligent Enterprise Architectures: Implementing Agentic AI
How AI agents plan, act and hand over to people inside real operations, and how to deploy them safely in your enterprise.
1 day · In-person or virtual
View outline →AI Enterprise Workflow for Operations
Where AI actually removes work in an operations team, and how to put it in without creating new risk.
1 day · In-person or virtual
View outline →Warehouse Management Masterclass
Two days on the inventory discipline, layout and data habits that decide whether a WMS pays back.
2 days · In-person or virtual
View outline →Manufacturing Execution and ERP Readiness
Get the process, master data and ownership right before an MES or ERP project starts.
2 days · In-person
View outline →
A rotating wall of 33 photos from Quincy's masterclasses, site assessments, warehouse and factory visits.
Ts. Quincy Tan
MBOT-registered Professional Technologist and HRDC Accredited Trainer.
Quincy works with Malaysian manufacturers, distributors and engineering firms on the part of digitalisation most projects skip: getting people, process and data ready. His masterclasses come from the training room and the shop floor, not from slides.
- Agentic AI and AI enterprise workflow
- Warehouse management and inventory discipline
- Manufacturing execution and ERP readiness
- Digitalisation roadmaps and grant-aligned planning
Bring Quincy in before you sign the system contract.
An advisory session gives you a clear readiness picture and a plan your team can act on. Most programmes are HRDC-claimable.