Observe
See the real work
Talk to the people using the process and examine what happens—not just what a brief says should happen.
Engineers embedded in the real problem
From an unclear problemto a system people use
Malips builds websites, AI automation, and workflow automation from the team's real work, with SEO, GEO, and AEO foundations built in from day one.
01—05
Based in Thailand · Working with teams anywhere
Forward Deployed Engineering + AI Automation
Turn routine work into automation—and use the time to grow your business with a personal AI assistant running on your own infrastructure
MALIPS Forward Deployed Engineering begins with the real workflow. We then design a personal AI Agent for repetitive document, data, and process work, define where human review is required, and run it on infrastructure the business controls.
01
Understand the workflow before designing the system
02
Reduce repetitive document, data, and process work
03
Run on infrastructure you control
Embedded signal / How we work
One continuous path from problem to outcome
Consulting and implementation stay in the same loop, so context moves forward instead of getting lost between teams.
01Observe
Align
Make priorities visible
Separate what matters now, what carries risk, and what can wait so the team decides from one shared picture.
Build
Build and test
Ship in short loops, put working software in front of the team, and use feedback while change is still inexpensive.
Launch
Launch with confidence
Check performance, search readiness, accessibility, and critical journeys before production.
Learn
Learn and hand over
Capture decisions, essential documentation, and the next steps so knowledge does not stay with one developer.
What we build
A good-looking website still has a job to do
Start with one focused deliverable or bring us in to connect several parts of the business.
01020304050607
AI Agent + FDE
Reduce repetitive work with an AI Agent that has permissions, review gates, and a defined path for exceptions.
E-commerce
Remove friction between seeing a product, deciding, and paying.
Company Website
Turn an online brochure into the first step of customer confidence.
Portfolio
Make every project demonstrate expertise and create a path to contact.
CRM & Internal Tools
Bring critical data and handoffs into one shared operational picture.
SEO, GEO & AEO
Create a clear, connected, measurable source of truth without chasing shortcuts.
AI Transformation
Turn AI experiments into a business capability one workflow at a time, with accountable owners, measurable criteria, and explicit risk boundaries.
Search-ready by default
Help people find you—and answer engines understand you
SEO is not a layer we add after launch. Structure, content, and performance are part of the build from the start.
SEO
Be found in search
Page structure, useful content, metadata, and performance help search engines understand what your business does.
GEO
Be understood by AI answers
Clear, contextual, verifiable content helps generative engines understand your entity and expertise.
AEO
Answer the real question
Concise answers, headings, and structured content make important information easier for people and answer engines to retrieve.
Selected work
Real systems built for real use
We use AI to speed up research and development, while engineering judgment, architecture, and quality remain human-reviewed.
Start small, see clearly
You can start before the brief is finished
01
Share the problem
Tell us what is stuck, the outcome you want, and who is involved through LINE or email.
02
Build a shared picture
We map the problem space, the first useful scope, and the questions that still need answers.
03
Work in short loops
See working software early, test it against real situations, and adjust from evidence.
04
Hand over clearly
Receive maintainable code, essential documentation, and the context behind important decisions.
Before we begin
Make hard technology easier to discuss
No. We can begin with your goal, current workflow, and pain points, then shape them into a scope the team can make decisions around.
Your signal starts here