Turn Scattered Data Into an AI-Ready Business System
Your data already exists across multiple channels — it's just not unified in a usable format. We help you build the data infrastructure, dashboards, and AI interface that let your team ask, answer, and decide faster.
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Target audience
Who This Is For
If you recognize your business here, this is a clear path forward.
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
The challenge
The Core Problem We Solve
Your data lives in too many places
Every platform you sell on — Facebook, LINE, Shopee, Lazada, TikTok — generates data. But it's siloed. You can't see all channels in one place, in real time, without someone manually compiling it.
Your team answers the same questions every day
"What's today's revenue?" "Which campaign is performing?" These questions don't need a person. They need a system. Your best people are spending time on information retrieval instead of decisions.
AI tools don't know your business
ChatGPT and Gemini are powerful — but they know nothing about your promotions, your customers, your SKUs, or yesterday's sales. Without connecting AI to your actual data, you get generic answers to specific questions.
The result: Slow decisions. Missed opportunities. A team that's busy but not leveraged.
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
Our solution
What We Build
A complete AI infrastructure for your business in three interconnected layers.
Layer 1
Your Data Foundation
Build once. Query forever.
We design a central data warehouse tailored to your business — your channels, your product categories, your sales flow. Then we connect it to every platform you run on.
| Source | Method | Data |
|---|---|---|
| Facebook & Instagram Ads | Automated API | Spend, reach, clicks, conversions |
| Shopee | Automated API | Orders, revenue, SKU performance |
| Lazada | Automated API | Orders, revenue, SKU performance |
| LINE Official Account | Automated API | Messages, orders, discount codes |
| TikTok Shop | Scheduled import | Orders, GMV, affiliate sales |
| Google Ads | Scheduled import | Spend, impressions, conversions |
| Internal order data | Upload interface | B2B orders, offline sales |
One warehouse. All your data. Updated on a schedule that matches how your business moves.
Layer 2
Your Intelligence Layer
Stop reading dashboards. Start asking questions.
Once your data is unified, we build dashboards that give your team a live view, and AI agents that answer questions in natural language.
Marketing
- Total ad spend across all channels
- Revenue per channel and campaign
- ROI and ROAS calculated automatically
- Conversion funnel — impression to sale
Sales
- Daily/weekly/monthly revenue — all channels
- SKU-level sales across platforms
- Promotion code effectiveness
- B2B pipeline and invoice tracking
Operations
- Order queue by fulfillment status
- Inventory levels and restock signals
- Shipping split by warehouse/courier
AI Agent Examples
What was yesterday's revenue broken down by category?
Which ad campaign had the best ROI this month?
Compare this week's Shopee performance to last week.
Which promotion codes were used most in the last 30 days?
Layer 3
Your AI Interface
One platform for your entire team.
A single, private AI interface your team logs into. It looks like ChatGPT — but it's connected to your data, your tools, and your business context.
Your team gets
- Access to ChatGPT, Claude, Gemini, DeepSeek, and Llama — all in one place
- AI agents connected to your live dashboards and data
- A shared prompt library — your best prompts, available to everyone
- Role-based access — finance sees finance tools, marketing sees marketing tools
- Full privacy — your conversations and data never leave your infrastructure
You control
- Which models each team can use
- Which data each role can access
- Usage analytics — see what your team is asking AI every day
- Cost caps per model and per team
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
Implementation
The Transformation Blueprint — Step by Step
Discovery & Data Mapping
We audit every data source, map what exists, and design the warehouse schema around your actual business.
Data architecture document. Schema design. Integration plan.
Infrastructure Setup
Full stack deployed on your chosen infrastructure — configured, secured, and tested.
Live environment. All services running.
Data Ingestion & Warehouse Build
Platforms connected. APIs configured. Historical data loaded. Warehouse starts filling.
Unified warehouse with clean, queryable data.
Dashboard Build
Each dashboard built layer by layer — starting with what your team already tracks, then expanding.
Marketing, Sales, and Operations dashboards — live and verified.
AI Agent Deployment
AI agents connected to dashboards and data. Tools configured. Responses tuned against real questions.
Working AI agents, tested with your actual data.
Team Onboarding & Handover
Training for each team. Full documentation. You own the system.
Trained team. Full documentation. Ongoing support agreement.
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
Results
What Changes After This
Checking yesterday's revenue
Someone compiles it manually every morning
Ask the AI. Answer in 3 seconds, by category and channel.
Comparing ad performance
Export CSVs from each platform, paste into spreadsheet
One dashboard. All channels. Updated daily.
Finding ready-to-buy customers
No system — relies on admin memory
AI searches customer history semantically.
Which campaign drove the most sales?
Unknown — channels aren't linked
Warehouse links ad data to orders. Agent tells you.
Using AI
Individual ChatGPT subscriptions, no context
One private platform. Every model. Connected to your data.
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
Why us
What Makes This Different
We build AI infrastructure, not AI tools
We build the data warehouse, the ingestion pipelines, the agent connections — so AI actually knows your business.
Model-agnostic
We route between ChatGPT, Claude, Gemini, DeepSeek, and Llama. When a better model ships, you get it without rebuilding.
Designed for your workflow
We map the system to what already exists — your spreadsheets, your LINE groups, your routines — and automate from there.
100% open-source and self-hostable
Every tool is open-source. You are never locked into a vendor. You own the infrastructure. You own the data.
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
Technology
The Stack That Powers It
| Layer | Tool | What it does |
|---|---|---|
| AI Interface | Open WebUI | Your team's AI workspace |
| Model Router | LiteLLM | Routes queries, controls costs |
| Language Models | ChatGPT · Claude · Gemini · DeepSeek · Llama | The AI reasoning layer |
| Agent Engine | LangChain · LangGraph | Connects AI to data and workflows |
| Operational DB | Supabase (PostgreSQL) | Orders, customers, real-time data |
| Analytics | ClickHouse | Fast aggregations, dashboard queries |
| Vector Search | pgvector | Semantic search over messages & docs |
| Data Ingestion | Airbyte | Automated pipelines from 300+ sources |
| Dashboards | Metabase | Live BI for every team |
| Data Management | Directus | Admin UI for non-technical staff |
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
FAQ
Frequently Asked Questions
Do we need technical staff to maintain this?
No. Dashboards update automatically. The AI interface is as simple as chatting. For system changes, we provide ongoing support.
What if we use platforms that aren't listed?
Airbyte has 300+ connectors. If your platform has an API, we can connect it. If not, we build a CSV import template.
How long before we see value?
Working dashboards within 5–7 weeks. AI agents answering real questions by week 9. The data foundation pays dividends from day one.
Is our data private?
Yes. Nothing leaves your infrastructure by default. We use open-source, self-hosted components specifically for this reason.
Can we start with just one part?
Yes. The warehouse is the foundation — start there. Dashboards and AI agents are built on top. Phase the investment.
What happens after the build?
You own everything. We offer ongoing support for monitoring, new integrations, and model upgrades. The system runs independently.
Want the blueprint tailored to your business context?
Share a few details and we will send the blueprint with follow-up that fits your team, systems, and priorities.
Built by Tong Hua Holding PCL (SET:TH) — 65 years in Thai business. Deploying now for manufacturing and SMB clients.
Ready to Start?
The first step is a Demo Call. We show you the system running live, map your data landscape, and scope the build. No commitment required.