🌤️ The Story Begins: A Company Drowning in Uncertainty
A factory manager once said:
“I’m not afraid of problems. I’m afraid of not knowing what will happen next.”
She faced unpredictable inventory, sudden machine breakdowns, hidden defects, customer drop-offs, and constant firefighting.
She wanted certainty — so she came to us.
🔮 Simplico’s Role in the Story
We build AI prediction systems that turn uncertainty into clarity.
Systems that help businesses see problems before they happen and act with confidence.
🌱 Before Prediction → After Prediction
❌ Before
Guessing, reacting late, and firefighting every week.
✔️ After
Predicting, acting early, and staying in control.
🚀 Our Services — Real AI That Solves Real Problems (With User Stories)
Below are 5 prediction systems — each with a real scenario showing how a business can use it.
1. Demand & Sales Prediction System
📘 User Story
Nok, a production planner at a beverage factory, faces a recurring nightmare:
Every long weekend, sales spike without warning.
Her team always ends up working overtime or shutting down bottling because they ran out of bottles.
After installing our prediction system:
- It forecasts next week’s sales volume
- Suggests how many bottles to order
- Predicts which SKUs will spike
- Alerts her when demand will exceed capacity
Now Nok prepares confidently — no more emergency purchases.
✦ What the System Does
- Forecast sales
- Balance inventory
- Create auto-reorder triggers
- Predict staff requirements
2. Predictive Maintenance System
📘 User Story
Somchai, a maintenance supervisor at a machining factory, was tired of breakdowns that happened “out of nowhere.”
Scheduled maintenance didn’t match real machine health.
After using our predictive maintenance engine:
- The system detected vibration anomalies
- Predicted a spindle failure 3 days before it happened
- Automatically sent him a maintenance alert
- Prevented a week of downtime
Management saved hundreds of thousands — all from one prediction.
✦ What the System Does
- Predict equipment failure
- Schedule maintenance automatically
- Reduce downtime
- Increase machine lifespan
3. Image Classification & Quality Inspection
📘 User Story
Ann, a QC supervisor at an electronics factory, manually inspected thousands of parts each day.
Some defects were too small or inconsistent for the human eye.
She installed our image-based prediction system:
- AI detected micro-cracks instantly
- Marked defects with bounding boxes
- Flagged high-risk items
- Generated daily QC reports
- QC speed increased by 300%
Her team now focuses on decision-making, not staring at defects.
✦ What the System Does
- Detect visual defects
- Classify authenticity (brand inspection)
- Automate image-based QC
- Highlight high-risk items
4. Customer Behavior Prediction
📘 User Story
Jane, a retail marketing manager, didn’t know why customers suddenly stopped buying certain products.
Promotions were hit-and-miss.
After installing our customer prediction engine:
- It identified customers likely to churn
- Predicted who is ready to buy again
- Suggested promotion strategies
- Auto-generated customer segments
Instead of guessing, Jane sends the right message to the right customer at the right moment.
✦ What the System Does
- Predict churn
- Predict purchase probability
- Recommend next steps
- Segment customers automatically
5. AI Workflow Automation (Prediction → Action)
📘 User Story
Krit, operations lead at a warehouse, used to manually check stock levels and generate purchase orders.
After adopting our automation pipeline:
- AI forecasted low stock
- Auto created POs
- Sent alerts to suppliers
- Synced with ERP system
- Reduced stockouts by 90%
His warehouse now runs without constant human monitoring.
✦ What the System Does
- Convert predictions into actions
- Auto-generate orders
- Auto-stop machines or lines
- Auto-notify staff
- Auto-generate reports
🧠 Our Development Philosophy
A prediction is valuable only when it improves a real decision.
📊 Mermaid Diagram — Prediction System Architecture
flowchart TD
A["Business Problem"] --> B["Identify Key Decisions"]
B --> C["Define Required Predictions"]
C --> D["Collect & Prepare Data"]
D --> E["Train Prediction Model"]
E --> F["Evaluate & Validate Accuracy"]
F --> G["Integrate Model into Workflow"]
G --> H["Automated or Assisted Actions"]
H --> I["Human Oversight & Feedback"]
I --> J["Continuous Improvement Loop"]🧩 Technical Section — How We Build Your Prediction System (Python-Based)
Our prediction systems run on a full Python ecosystem for speed, flexibility, and reliability.
🔧 1. Data Pipeline
(Pandas, Numpy, FastAPI, Cron)
🧠 2. Model Training
(PyTorch, TensorFlow, Scikit-Learn)
🖼️ 3. Image Processing
(OpenCV, PyTorch, YOLO/DETR)
⚙️ 4. Model Hosting
(FastAPI, Docker, Uvicorn, AMD/NVIDIA GPU)
🔄 5. Workflow Automation
(Celery, Python Rules Engine, Webhooks)
🛡️ 6. Human-in-the-Loop
(Approve/Reject UI, feedback loop)
📈 7. Monitoring & Dashboard
(Plotly, Dash, React, Alpine.js)
🏗️ Pricing Packages
Starter Prediction Engine
฿150,000 – ฿300,000
Prediction + Automation
฿350,000 – ฿600,000
Full AI Decision Platform
฿800,000 – ฿2,000,000
🌈 Who This Is For
Factories, retail chains, logistics, recycling plants, agriculture, QC operations, and any business that suffers from uncertainty.
🎯 The Ending of the Story
The factory manager who once feared uncertainty now starts each morning knowing:
- What will happen
- Why it will happen
- What action to take
Her business moved from reactive…
to predictive, stable, and confident.
That’s the capability we deliver.