Translation wasn't
the problem.
Most offshore development projects that struggled didn't fail because of language. I've watched enough of them — from both sides of the table — to know where things break. Specs were signed. Code shipped. Something was still off, and nobody could articulate exactly what.
At one company I worked with, the lead engineer left in month four. The replacement had never touched the codebase. They recovered — but they lost three weeks, and that wasn't bad luck. There was no structure for when the team changed. The contract covered output. It didn't cover continuity.
The lab model was designed for that gap. Not a different contract — a different working structure. A dedicated team that stays accountable long after go-live, not just at handoff.
30 minutes. No cost. Comes with a written next-step summary.
Three situations we see
most often before teams reach out
The details are always different. The underlying structure usually isn't.
You've shipped with an offshore team before. Specs were signed off. Code came in on schedule. The system runs — technically. But something in how it actually fits the workflow is wrong, and you're still not sure why. The team says it matches the spec. You know it doesn't fit how your people actually use it.
In almost every case I've seen, the spec captured what the system should do. It didn't capture what the people using it actually do — in what order, with what context, at what point in their day. That gap shows up at go-live, not before.
The lead engineer or PM left halfway through. The replacement was new to the codebase. You lost weeks you couldn't get back — and the project recovered, but you now know the delivery depended on specific people, not a structure. If it happens again, the outcome won't improve.
The lab model centers on knowledge continuity, not individual people. Every sprint generates documentation that a new team member can read into within a day. The IT Director holds the technical context across the full engagement — not any individual engineer.
Clarifications are taking longer than the development itself. Every spec change generates three more questions. The back-and-forth has become a project of its own — and you've started to wonder if the communication layer is the real problem, not the development.
It usually is. I've worked with clients who ran traditional offshore projects where the bridge engineer was converting technical questions into diplomatic ones — removing the friction, yes, but also removing the information. By the time the answer got back to the developer, it had been interpreted twice. The original question was usually still open.
Most offshore engineers don't know your business — they code what you spec, even when the spec misses how the work actually flows. The harder question — "is this a software fix or a workflow fix?" — usually nobody on the offshore team can answer.
What separates a lab model
from traditional project outsourcing
The contract type matters less than what it commits to. Most offshore engagements optimize for delivery. The lab model optimizes for continuity.
You might ask: "Doesn't every good offshore team skip the bridge engineer by now?" The answer is no. Most still use one — for a reason. A bridge engineer absorbs cultural friction. That's real value, and it costs less upfront too. Our choice is different. We cut the coordination layer entirely. That means faster, more direct technical conversation — but also rawer. You get information without the diplomatic filter. Most teams find that's the right trade. But you should know what you're choosing before you choose it.
- New team assembled per project — no accumulated context
- Specs delivered, questions filtered through a coordinator
- Knowledge disappears when the project ends
- Accountability ends at handoff
- Changes to scope trigger renegotiation delays
- Dedicated team — same people, same codebase, across months
- IT Director works directly with your team — no filter layer
- Knowledge documented sprint by sprint, survives team changes
- Accountable from kickoff through post-go-live — not just at handoff
- Mapped to actual workflow before a line of code is written
Three things that are different
about how this team works
No bridge engineer. I've worked with clients who've run traditional offshore projects before coming to us. Almost every time, the problem they described wasn't language — it was the person in between. The bridge engineer was converting technical questions into diplomatic ones. Removing the friction, yes, but also removing the information. By the time an answer got back to the developer, it had been interpreted twice.
Our IT Director is English-first, technically trained, and responsible for the output — not just the communication. When something is ambiguous, it surfaces immediately. Not after a two-day clarification cycle.
Not because they were bad at their job — because they'd been trained to minimize conflict,
not to surface technical disagreements.
AI-driven development environment. Every engineer on the team uses AI tooling as their primary working environment — Cursor, GitHub Copilot, Claude Code. Not as a project, not as an experiment. As the actual setup. A system that would have taken 14 weeks to build two years ago typically takes 9 or 10 now. That savings comes back to you in the budget or in scope.
Quality is a structure, not an attitude. At one engagement, we wrote the test plan before any code was written. Every feature came with a defined test scope attached to it. When requirements changed mid-project — and they always do — the test plan updated alongside the feature. Nothing reached production without passing that gate first.
English-first team, Japanese-familiar context. Not every engineer on the team is a native English speaker. But every engineer on the core team has shipped integrations for three or more Japanese clients. They know what "it works to spec but doesn't fit the workflow" means. They know why a change in field labels can stall adoption for three weeks. That context saves months of back-and-forth that most offshore teams spend discovering it from scratch.
Ho Chi Minh City (GMT+7) overlaps with Tokyo (GMT+9) during standard business hours — plus a two-hour window in the afternoon. When something blocks, you get an answer the same business day.
Most vendors will help
you ship.
Almost none of them are
still in the room
six months later.
What comes up in almost
every conversation before committing
Regardless of company size, industry, or whether you've worked with offshore teams before.
Will the spec actually get built?
What if key people leave mid-project?
What if the vendor ships something unusable — or disappears?
Choose how involved
you want to be
Both models use the same team. The difference is where the coordination layer sits.
Your PM communicates directly with our IT Director. No interpretation layer, no coordinator in between. Our IT Director functions as your technical PM — taking your direction, breaking it down for the engineering team, and escalating blockers before they become delays.
You see the sprint board. You're in the review calls. You're as close to the team as you want to be.
Our Linnoedge PM joins from requirements definition through release. Handles spec design, stakeholder alignment, sprint planning, and cross-team coordination. You own the business context and review checkpoints. We handle the rest.
The first thing the PM does is spend time on-site — or on calls — understanding what actually happens in the workflow before a single line of code is written.
From first call to go-live
and beyond
The lab model starts before code. It doesn't end at deployment.
How the cost works
Monthly fixed-rate contracts. No per-project bidding, no variable billing. You know the number before the sprint starts.
- Minimum team: PM + 1 developer — ¥800,000 / ~$5,200 USD/month
- Typical team: PM + IT Director + 2–3 engineers — ¥1.6–2.0M / ~$10,000–13,000 USD/month
- Discovery phase (1–2 weeks) billed separately before main engagement begins
- Ongoing support after go-live available at the same monthly rate
- Comparable Tokyo engagement: typically 2.5–3× the cost for equivalent seniority
The 30-minute session is free. If we agree to move forward, you'll receive a written estimate with team composition, scope, and timeline before anything begins. No commitment required before that point.
Why this cost is sustainable
"Cheaper than Tokyo" is not a value proposition. Here's what actually makes this model work — and why it holds up.
Cost of Living
Senior talent at a different cost base
An engineer with 8+ years of experience in Ho Chi Minh City earns what a junior might in Tokyo. The talent isn't cheaper — the cost of living is. You get seniority without the Tokyo premium.
AI Tooling
Every engineer uses Cursor and Claude Code
A 14-week project runs 9–10 weeks now. That efficiency comes back to you — not as a margin increase on our side, but as a shorter engagement at the same monthly rate. Less time means less cost.
Accountability
We don't disappear at handoff
No post-launch chaos means no emergency bug fixes billed at 3× the normal rate. We absorb QA properly before it reaches you. The 30-day stabilization period is included in the engagement — not an upsell.
Three engagements,
what actually happened
Not descriptions of what we do — what happened at specific companies.
We rebuilt the screen to mirror the paper form exactly — same field order, same layout logic. Added AI to three of the six fields. Nobody needed retraining. Go-live rolled out across all 14 sites in three weeks.
The requirement wasn't just to ship. It was to release something that could be iterated on over years without losing institutional knowledge every time the scope changed.
The AI assessment component was scoped as a PoC first — three weeks to a working prototype before full development was committed. The prototype defined the actual spec.
Honest note
This is not the right fit if:
- ×You need a team of 50 or more assembled immediately — we scale deliberately, not instantly
- ×Your spec is fully locked and you're looking for the lowest bid to execute it without questions
- ×You want to hand the project off entirely and not be involved in the process
This is the right fit if:
You want a team that understands what it's building
- ✓You've shipped with an offshore team before and something didn't quite fit — you want to understand why
- ✓Requirements are likely to evolve and you need a team that can handle that without resetting the contract
- ✓You want a vendor who is still accountable six months after go-live — not just at handoff
Measure first
Before you reach out, measure where you stand
Reaching out cold can feel like a big step. So before that, two free tools to see — right here — whether now is the right time for you, and how much your cost would change. Bring the result to a 30-minute session, and the conversation moves a lot faster.
Is now the right time for you?
Answer eight questions and we score your readiness, then send back three specific recommendations from your answers. Not “you should do this” — “here’s what to do, in your situation.”
Check your readiness → Cost calculator / instantHow much would your cost change?
Enter your team size and budget, and see how the next 12 months change — right here, with the reasoning behind the numbers laid out.
Calculate your cost →
In 30 minutes, let's find out
if the lab model is the right structure.
You've worked with an offshore team before — or you're considering it for the first time. Either way, the first question isn't about technology. It's about whether the structure we use will survive the reality of your project.
If anything on this page felt like it was describing your situation, that's enough to start. Use the 30 minutes to say it out loud. If this isn't the right fit, I'll tell you directly.
I've been running development teams in Vietnam and India for over a decade. I know what breaks in offshore engagements — not from case studies, but from being the person who had to fix it. The failed handovers, the mid-project engineer departures, the specs that were technically correct but practically wrong.
The lab model is how Linnoedge's own internal development runs — and it's what we offer clients. Same structure, same accountability standard.
Based in Ho Chi Minh City. Working with companies in Japan, Southeast Asia, and globally.