FDE Enterprise AI Delivery
Engineers embed in your operations and connect business processes, underlying data, existing systems and AI applications — with measurable efficiency gains as the delivery standard.
Engineers on-site, accepted on results
FDE = Forward Deployed Engineer, a delivery role pioneered by Palantir and widely adopted since.
A plan sent from afar
Our engineers come on-site and walk through your real processes, so the problems become visible on the spot.
Dump the code and leave
What we deliver is a system running in production every day that people actually use — not a document.
Count the effort, ignore the outcome
Business impact is the acceptance standard: measurable and comparable before and after.
Projects are delivered jointly with our ecosystem partners. We are accountable for results — no "deliver and disappear".
How we deliver
Adoption isn't just installing software. Five things need someone watching them closely — and that someone is us.
Observe
Go on-site, see where real processes get stuck, and find the one thing most worth doing first.
Design
Set the plan, the scope and the acceptance criteria — agree on what success means before building.
Build
Engineers on-site wire the system and models into your existing workflow, tuning as they go.
Operate
Go-live isn't the end. We watch adoption and impact, and rebuild whatever nobody uses.
Review
Reconcile against the agreed criteria. Scale only what works, then tackle the next pain point.
Of the five stages, only stage 03 requires our engineers on your premises; the rest happens online.
From day one on-site to your team running it alone
Depending on scope: about 12 weeks for a light project, about 24 for a deep one.
Start with a POC
Pick one pain point: 1–2 weeks, $30K–50K — a small bet to test if it's real. Fully credited if you proceed.
On-site diagnosis
Deliverables: diagnostic report · work list · price range
From you: a 2-hour interview with the owner or business lead
Data governance
Deliverables: first structured database · data-cleaning rules
From you: one named data contact and access to your materials
Build & integration
Deliverables: agent in pilot · evaluation set and first round of fixes
From you: key staff join evaluations and give feedback weekly
Go-live support
Deliverables: acceptance report · operations manual · all-hands training
From you: the whole user team attends one training session
Why SingaHop
We consult, but delivery is the point
We do reports, plans and training too — but a report isn't the finish line. What we deliver runs in your production environment every day and people actually use it.
Process to model, delivered as one
People on top wiring AI into your business, a platform underneath carrying the model calls — no finger-pointing between two vendors.
Clear data boundaries
Zero content retention on the platform, scoped access isolation, encryption in transit. If your data can't leave the company, on-premises deployment is on the table.
Accepted on business results
We agree up front on what success means, then reconcile against it. What matters isn't how much went in — it's whether it worked.
These aren't slogans — they're terms we can write into the contract.
Contact us
You don't need to understand AI first, or have a complete plan. Just know where it hurts most — we'll work out the rest together.
Tell us the one process you most want fixed, and we'll get back to you quickly.
Send me the process that hurts most, and we'll start with just that one.
Want to integrate models directly? Find us there.
Registered in Singapore. Ask us directly for company credentials and contracting details.
Let's start with your single most painful process — not a grand all-in-one plan.
Last decade, competitors pulled ahead with digitalisation. This decade, AI is rewriting the standards of your industry. Email us