Most of our Changi engagements start the same way: a 20-minute call where the owner describes a workflow we've heard before in shape but never in detail. AI quoting is then designed against the detail, not the shape.
Built and supported here - the way a Changi business would actually use it.
Our goal is to give Changi businesses a three-day weekend, so people can spend more time with their families and the people they love :)
What AI quoting actually does
Customers send a photo, a brief, or a voicemail - AI drafts a structured quote in your pricing format. You review, tweak, send. Quotes go out the same day, not next week.
- 01 Reads photos, voice notes, emails, and PDFs
- 02 Uses your pricing rules and current material costs
- 03 Drafts in your branded template, ready to send
- 04 Tracks win/loss to make the next quote sharper
Built on: Claude Vision Whisper Xero Vercel
Without Kiwi Dynamics
With Kiwi Dynamics
What you actually get
Every engagement is scoped and quoted up front. This is what is in the box.
- A working pilot, in productionNot a prototype on someone's laptop. The first slice of AI quoting runs against real work within weeks.
- Your data stays yoursIt runs on your accounts and your tools. If we part ways you keep the system and everything in it.
- The workflow mapped before codeWe write down what good looks like for Changi businesses first, so nobody is guessing at handover.
- Support after it landsThe people who built it stay reachable when the business changes shape around it.
How AI quoting compares
The two things most businesses do instead, and where each one runs out.
| Hiring for it | An off-the-shelf tool | Kiwi Dynamics | |
|---|---|---|---|
| Fit to how you work | Fits perfectly, costs a salary | You bend your process to suit the tool | Built around the workflow you already run |
| Time to something useful | Immediate, and permanent | Quick to switch on, slow to make fit | A working slice in weeks, then hardened |
| Who owns the data | You do | The vendor, on the vendor's terms | You do, in your own accounts |
| When it breaks | That person sorts it, if they are in | A support queue and a ticket number | The people who built it |
| What it costs | A salary, every year, forever | Per seat, forever, used or not | Scoped and quoted up front |
Why Changi businesses are a fit for 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.
- 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.
Talk to us about this →
How we build AI quoting 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. AI-generated quotes.
Talk to usHow the work runs
- Find the one workflowWe look for the job costing Changi businesses the most hours or the most leads, and deliberately ignore the rest for now.
- Ship a working sliceA narrow version goes into production in weeks, against real work, so the value shows up before the build is finished.
- Prove it, then widenWe measure it against what the work cost before. If it does not pay for itself, we say so rather than scaling it.
- Harden and hand overLogging, fallbacks and a real handover, so it keeps running when we are not in the room.
The outcome for Changi teams
The shape of the result for Changi teams: Quote turnaround drops from days to under an hour. Built on Claude Vision, hardened with the rest of the stack as it scales.
Not your typical AI agency.
Honest about what AI can and cannot do
Ships the one workflow that pays for itself
Hours given back, never the size of the invoice
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
FAQ
How long does AI quoting take to ship for Changi businesses?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Changi businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
How do you price AI quoting 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.
What's the realistic outcome for Changi businesses?
Quote turnaround drops from days to under an hour. We don't promise tenfold lifts because we don't see them outside of marketing decks.
Who owns the code and the model setup?
You do, on delivery. We deploy AI quoting into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude Vision sits in your account too - we don't operate it from ours.
Worth a conversation?
Even if you don't end up working with us, you'll leave the call knowing what's worth building.
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.