01Technology-led execution
Build the solution.Build the team.Put it to work.
Bring us the business problem. We work out the right technology, people and operating model, then build it, deploy it and run it. Accountable for the outcome, not just the delivery.
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Where Growtrics operates and our impact
- SingaporeHeadquartered in Singapore
- Southeast AsiaRegional presence and execution
- GlobalInternational reach and capability
Impact
- Solutions deployed
- 325+
- Manual work eliminated (hrs)
- 10,000+
- Annualised cost savings
- $5M+
- Revenue uplift
- 5–20%
03The Problem
Technology is easy to buy.Execution is not.
Most organisations can buy software, models and tools. The hard part is everything around them: knowing what to build, finding the people to build it, getting it into production, and keeping it running once it is live.
- Q/01
What should we build, or buy?
[ Problem ] - Q/02
Who is going to build it?
[ Team ] - Q/03
How do we get it into production?
[ Deployment ] - Q/04
Who runs it once it’s live?
[ Operations ]
That’s where Growtrics comes in.
04Three ways to work with us
One company.Three levels of ownership.
Build, Operate and Deploy are not separate businesses. They are three ways to engage the same Growtrics team. You choose how much of the execution we own.
All solutions- 01
Build
“We have a problem. Can you solve it and build it?”
Business Problems → Working Production Systems
Forward Deployed Engineering to define the problem, then the technology, team and deployment to solve it in production.
- Forward Deployed Engineering
- AI & agentic systems
- Automation
- Software & data
- Integration
- Computer vision & IoT
- QA & evaluation
- 02
Operate
“We need the work done continuously. Can you run it?”
Defined Functions → Ongoing Accountable Delivery
Managed engineering, QA, AI operations and selected business operations. You buy an operated capability, not a number of people.
- Managed engineering
- Managed QA & evaluation
- AI operations
- Selected business operations
- 03
Deploy
“We need capable people, and the infrastructure to employ them.”
People and Teams → Productive Execution
Talent sourcing, staff augmentation, managed teams and employment support where it is legally and operationally available.
- Talent search
- Staff augmentation
- Managed teams
- Employment / EOR support
One Growtrics execution platform
Hover a mode to see what it draws on
- L01Business problem & engagement lead
- L02Solution architecture
- L03Engineering
- L04QA & evaluation
- L05Managed operations
- L06Talent & workforce infrastructure
05Forward Deployed Engineering
Engineers whowork closeto the problem,not from a distance
Forward Deployed Engineering is how we bring technology into production for complex, real-world problems. Our engineers don’t simply receive specifications and write code. They work alongside the people who understand the problem, understand the environment the technology has to operate in, and stay involved through deployment.
- 01
Start with a specific problem
Work closely with the people closest to it, in the workflows where it happens.
- 02
Build in the real environment
Build and validate the solution where it has to run, not in a demo.
- 03
Measure, then improve
Measure whether it makes a difference; then improve it, and scale what works.
This helps organisations move beyond experiments and prototypes, turning technology into reliable systems that work in the real world.
06Operating principles
We sell outcomes, not models.
Technology changes. Business outcomes matter.We build solutions that work in the real world and deliver measurable results.
- Approach
- Problem-firstWe start from the business problem, not a product we need to place.
- Technology
- Model and platform neutralWe choose the model, platform or tool that fits, and change it when a better one does.
- Objective
- Measurable business outcomesSuccess is defined before we build, and measured after we deploy.
- IP
- Client-first ownershipYou own the solutions we build for you.
- Architecture
- Fit for the problemSimple where it can be. Sophisticated only where it has to be.
- Delivery
- Strategy → Build → Deploy → OperateOne accountable team from the first conversation to the running system.
- Team
- Business + architecture + engineering + QAEvery engagement combines the people needed to make it work, not only to code it.
- Commercial model
- Scale the team around the workCapacity grows or shrinks with the work, not with a fixed headcount.
07Deployment team model
You choose the outcome.We build the team around it.
You shouldn’t have to work out how many engineers you need, what mix of skills they require, how QA should work, or who coordinates everything. Tell us what needs to get done. We build the team around the work.
01 · Choose the engineers you need
An engagement lead, a solution architect and QA & evaluation are always included.
- Senior FDEOwn complex deployments
- Mid FDEOwn a workstream
- Junior FDEBuild and execute
Your people and ours work together under an agreed delivery structure.
Core functions · always included
- Engagement Lead
- Solution Architect
- QA & Evaluation
Engineering capacity · 4 engineers
- SRSenior FDE
- MIDMid FDE
- MIDMid FDE
- JRJunior FDE
Your people · one agreed delivery structure
03 · Or start from a typical arrangement
Illustrative starting points, not fixed packages. Every team is sized to the actual work.
You don’t need to know which team you need. That’s our job.
Team & Pod Model08Capabilities
The tools we use to solve real problems.
We don’t force AI into every solution. We combine the technologies that make sense for the problem, the systems already in place and the environment the solution has to run in.
Explore our capabilities- 01
AI & Agentic Systems
Agents, LLM applications and AI-assisted operations.
- 02
Automation
Removing repetitive work from real processes.
- 03
Software & Applications
Custom systems built around how you work.
- 04
Data & Analytics
Turning operational data into decisions.
- 05
Computer Vision
Systems that see and inspect.
- 06
IoT & Edge
Connecting equipment and sensing the physical world.
- 07
Systems Integration
Making new and existing systems work together.
- 08
Quality & Evaluation
Proving systems work before and after launch.
09How we deliver
Two tracks.One delivery.
Every engagement runs on two tracks at once: the technology that solves the problem, and the team and operating capacity that make it work in practice.
Explore how we workDiscover
Team track: Assess capacity and operating need
Validate
Team track: Design the required team shape
Prioritise
Team track: Source or allocate the right capability
Design
Team track: Assign ownership and delivery roles
Build
Team track: Deploy people into the work
Test
Team track: Inspect capability and quality
Deploy
Team track: Run the work in the client environment
Measure
Team track: Measure client and economic outcomes
Improve
Team track: Optimise people, process and automation
↺ Improve feeds back into Discover
Blue · team & workforce track
10Selected work
Built for real-world operations.
The problems, systems and deployments behind our work, organised by the business problem, not the technology.
Case studies are being prepared for publication.
11Quality
Built.Tested.Deployed.Measured.
Quality is how we deploy, not a phase at the end.
A system that works in a demo and fails in operations is not a deployment. Testing, evaluation and acceptance are planned before we build, run at every stage, and continue after launch.
Quality & Delivery- 01acceptance criteriaagreedagreed with the client owner
- 02builddonecompile · package · configure
- 03qa validationpassfunctional · integration · system behaviour
- 04ai evaluationreviewedbenchmarks · real cases · edge cases
- 05regressionpassevery release · every change
- 06reliabilitypassload · failure · recovery
- 07user acceptancesigned offreal workflows · real users
- 08staged rolloutdeployedpilot → wider release · rollback ready
- 09monitoring & evaluation● liveperformance · drift · adoption · owner
- Gate 01
Acceptance criteria first
What “working” means is agreed with you, and written down, before anything is built.
Owner · Engagement lead + client owner
- Gate 02
Evaluation on real cases
AI components are evaluated against representative cases and known edge cases from your operation, not generic benchmarks.
Owner · QA & evaluation
- Gate 03
Regression on every release
Automated tests and evaluation sets run on every change, so a fix in one place doesn’t break another.
Owner · Engineering + QA
- Gate 04
User acceptance
The people who will use the system test it in their own workflows and sign it off.
Owner · Your users
- Gate 05
Staged rollout
Pilot first, then wider release, with a way back at each step.
Owner · Engineering + operations
- Gate 06
Monitoring with an owner
Performance, drift and adoption are monitored after launch, and someone is accountable for acting on them.
Owner · Named Growtrics owner
12Why Growtrics
Singapore accountability.Southeast Asia execution.
One Growtrics brand and one point of accountability, with delivery capacity where the work happens.
- 01
Singapore headquarters
Commercial accountability, senior leadership and the relationship you contract with.
- 02
Localised delivery centres
Delivery teams established in the markets where client demand and talent make it viable.
- 03
From people to capability
We build the processes, systems and operating capability around the people doing the work.
- 04
Business-first engineering
People who understand the business process and outcome, not just the technology.
- 05
Builders and operators
People who can build the solution, put it into production and operate it after launch.
- 06
Accountability beyond delivery
We can stay involved after launch, from operating, to improving and taking responsibility for the outcome.
13Startups
Build your operating capability without building everything yourself.
Engineering, hiring, QA, automation and operating support for companies scaling quickly, on a fee and service basis, not as an equity incubator.
- Product & engineering
- AI & automation
- Quality & evaluation
- People & talent
- Finance & administration
- Customer operations
- Sales & revenue operations
- Marketing & growth
- Business operations & strategy
14Growtrics for Good
Build profitable companies.Leave something good behind.
Technology should not be limited by budget. We commit part of what we earn, and part of our time, to organisations doing good.
- 1%of company profits committed to charitable and community work
- 1 daypaid volunteer leave per employee, every year
- Preferentialpricing for eligible registered charities and nonprofits
15Insights
Ideas from the field.
Practical writing on deploying technology, building teams and executing across Southeast Asia.
All insights- 01AI DeploymentPilots to production, AI agents, evaluation and production AI.
- 02Forward Deployed EngineeringWhat FDE is, how it differs from consulting and outsourcing, and when to use it.
- 03Engineering & TeamsBuilding and scaling engineering capacity, managed teams and delivery.
- 04WorkforceStaff augmentation, employment infrastructure and hiring in the region.
- 05Southeast AsiaOperating models across Singapore, Vietnam and the wider region.
- 06OperationsAutomation opportunities, managed operations and AI operations.
16Start a conversation
What are you trying to get done?
Tell us about the problem, the outcome you need and the team you have. We’ll help you work out what to build, who should build it and how to put it to work.