East Region · Applied AI
MCP integrations in Changi
Built and supported here – the way a Changi business would actually use it.
What MCP integrations actually does
Wire Claude, ChatGPT, or Gemini directly into your tools with the Model Context Protocol. Your team uses AI in their existing inbox, CRM, or chat – with your data, your permissions, your guardrails.
We've worked with enough operators in Changi to know that the brief that arrives in our inbox is rarely the brief that ends up shipped. The first thing we do on any MCP integrations project is sit with your team for a day before we propose anything.
- 01 Custom MCP servers for your CRM, ERP, or in-house tools
- 02 Permission-aware so AI only sees what each user can
- 03 Tool-call audit log for compliance
- 04 Works with Claude Desktop, ChatGPT, Cursor, and more
Built on: MCP Claude TypeScript Vercel
Why Changi businesses choose this
Changi runs on aviation, logistics and air cargo as one of the world's busiest air hubs – AI here means keeping freight, scheduling and compliance moving at airport speed.
The Changi context, plainly.
Changi Airport and its surrounding air-cargo and logistics ecosystem move an enormous volume of freight and passengers on tight schedules. Businesses here want AI that handles logistics coordination and compliance documentation without becoming the bottleneck.
We work with teams across Changi: Changi Airport · Changi Business Park · Loyang · Pasir Ris · Tampines.
How we build MCP integrations for a Changi team
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Changi business, so value lands before the build is finished. Every engagement starts with a short call and a paid discovery if the brief needs one.
Connect Claude to your stack.
The outcome for Changi teams
What changes for Changi teams after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. Existing AI tools become 10x more useful with real business context.
Existing AI tools become 10x more useful with real business context.
MCP integrations in Changi – common questions
When does MCP integrations actually pay back?
Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a Changi – so the savings start landing before the rest of the build is finished.
How do you price MCP integrations engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Changi businesses are surprised how small the first cheque is.
Do you have proof this works for Changi businesses?
Direct case study: Existing AI tools become 10x more useful with real business context. Happy to walk you through full numbers on a call.
Will this run on our own infrastructure?
Yes, where it makes sense. MCP integrations can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to MCP, Claude, TypeScript, Vercel but the architecture supports your existing platform choices.
The honest version of a sales call.
No deck. No discovery doc. Just whether this is worth building and what it would cost.
Get in touch
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.