6,000
leads at RM7 CPL
FWD Insurance · WhatsApp lead engine
01 / Applied AI + growth systems / Malaysia + SEA
The AI is applied. The judgment is 21 years deep.
I ship LLM copilots, workflow automation, and internal tools that real teams actually run — grounded in 21 years building growth systems across FWD, Astro, Suria FM, and kipleLive. Applied AI with a go-to-market brain, not AI theatre.
6,000 / leads at RM7 CPLRM17.8M / ad revenue scopeRM600K → RM1.3M / revenue growthUSD 1M+ / owned-web revenue
02Receipts ledger
Proof, not positioning.
Some outcomes were owned directly, some were team or company scope. I label the difference instead of inflating attribution.
RM17.8M
ad revenue scope
Astro · digital business across 8 brands
RM600K → RM1.3M
revenue growth
Suria FM · digital monetisation
USD 1M+
owned-web revenue
60+ domains and digital properties since 2004
03Decision matrix
Where the leverage shows up.
Best fit for teams with ambition, channels, tools, and data, but no clean operating system tying the work to leads, revenue, retention, or efficiency.
AI Solutions Specialist — applied AI + GTM
Scoping AI use-cases, shipping copilots + workflow automation, and driving adoption — with the GTM judgment to make them land.
BSN Inclusion Copilot · FWD WhatsApp workflow · Miccy operating system
Growth Marketing Manager Malaysia
Acquisition, SEO, CRM, lifecycle, analytics, and pipeline-tied reporting.
FWD leads · Suria revenue growth · owned search-led assets
Head of Digital Malaysia
Digital product, monetisation, content, analytics, stakeholder alignment, and cross-functional delivery.
Astro digital business · Suria FM · FWD product operations
Builder-in-Residence
Prototypes, dashboards, and product surfaces — shipped before the brief ages.
TCGKL · Biosymm · WorldSchoolFinder · owned platform builds
04System map
The messy middle, mapped.
ICP clarity → channel fit → conversion path → CRM handoff → dashboard → next action. The goal is not more tools. The goal is a system that tells the team what to do next.
diagnose / growth_stack
Lead generation is leaking
Landing page → WhatsApp/chatbot → qualification → CRM handoff → CPL reporting.
CRM follow-up is inconsistent
Segmentation, lifecycle triggers, owner routing, and reviewable automation.
Reporting is too manual
Looker Studio / Power BI dashboards that answer what changed, why, and what happens next.
SEO/content lacks operating discipline
Topic strategy, technical ops, content briefs, publishing rhythm, and conversion paths.
AI is discussed but not shipped
Workflow mapping, prototypes, prompt systems, copilots, adoption guardrails, and human review.
Product growth is opinion-led
Activation, retention, monetisation, UX experiments, and weekly learning loops.
05Case files
The work behind the receipts.
The pattern is consistent: identify the real customer trigger, choose the channel, reduce friction, instrument the workflow, and ship something the team can actually use.
CASE 001 / Fortune 500 insurance · lead generation campaign
FWD Raya WhatsApp lead engine
6,000 leads at RM7 CPL
Problem
A seasonal Raya campaign needed to move beyond awareness into qualified attention, captured intent, CRM follow-up, and reporting.
System
AI-assisted greeting card → WhatsApp chatbot → lead capture → marketing automation → reporting workflow.
Judgment
Useful AI in marketing: reduce friction, make sharing natural, capture the lead, and keep the follow-up measurable.
CASE 002 / Independent growth / CRO strategy
Biosymm growth audit system
ICP, SEO, CRO, competitor scan, 90-day roadmap
Problem
A growth conversation needed source-backed commercial judgment before anyone started redesigning pages or buying traffic.
System
Competitor scan → keyword gaps → ICP prioritisation → CRO issue scoring → ICE-ranked execution plan.
Judgment
Shows the ability to decide what matters, what is noise, and what should be fixed first.
Open the work →
CASE 003 / AI workflow CRM prototype
BSN Inclusion Copilot
Call summaries, lifecycle prompts, recommendations
Problem
Financial-inclusion customers need responsible guidance, not generic product pushing or unreviewed automation.
System
Malay-language CRM copilot with customer profiles, call summaries, lifecycle prompts, product recommendations, and review logic.
Judgment
Assist the human, improve consistency, reduce admin load, and keep judgment inside the process.
Open the work →
06Refusal list
Bad systems I refuse to ship.
A lot of growth and AI work fails because teams copy the surface: the dashboard, the chatbot, the automation, the 10x claim. I am more useful before that, when the team needs to decide what should exist at all.
AI theatre
The tell
A chatbot, copilot, or automation appears because the board wants AI.
The useful version
Start with the workflow: trigger, owner, input, decision, output, KPI, and human review.
Channel-first growth
The tell
“Let’s do SEO/TikTok/paid/WhatsApp” before the ICP, trigger, offer, and success metric are clear.
The useful version
Define who is in pain, what changed, why now, and which channel naturally catches that demand.
Dashboard decoration
The tell
A beautiful dashboard nobody uses to make decisions.
The useful version
Build reporting around operating questions: what changed, why it matters, who owns it, and what to do next.
Landing page as brochure
The tell
Big claims, vague benefits, generic tiles, no objection handling, no conversion path.
The useful version
Write for the buyer’s status quo, trigger, risk, proof standard, and next action.
Strategy that dies in handoff
The tell
A deck gets approved, then delivery slows because nobody translated it into owners, tools, copy, dashboards, and tests.
The useful version
Pair strategy with the first usable system: page, CRM flow, dashboard, prototype, or test plan.
Inflated builder claims
The tell
Every prototype becomes a platform; every demo becomes a product.
The useful version
State the scope honestly. A demo can still prove judgment without fake scale.
07Lab notebook
Still close to the work.
Current surfaces that show how I approach product and workflow problems now: define the user, map the job, ship a usable surface, and keep the claims honest.
TCGKL ecosystem
Mobile / Web / Data
Live app + operating surfaces
Product surface, community workflow, ticketing, mobile/web coordination, and practical data ops.
BSN Inclusion Copilot
AI / CRM demo
Prototype
Malay-language CRM workflow thinking with human-reviewed AI recommendations.
Biosymm growth audit
Growth / CRO
Strategy system
Source-backed SEO, ICP, CRO, competitor research, and 90-day prioritisation.
Miccy
Personal operating system
Current
Publishing, workflow automation, portfolio architecture, and AI-assisted product experiments.
WorldSchoolFinder
Product concept
Current
Education-search discovery workflow and long-tail product thinking.
08Field notes
Notes from the workbench.
Short writing on what I'm building and learning right now — applied AI, workflow automation, and the messy middle of shipping product hands-on.
Browse all writing →09Old internet
The pattern recognition came from the old internet.
Forums, domains, SEO, content systems, monetisation, mistakes, exits, and traffic spikes before the work had clean job titles. The tools changed. The instincts stayed.
Read the full story →2004–2019
Solo operator
60+ domains · USD 1M+ owned-web revenue
2020–2024
Corporate leader
Suria · Astro · FWD · teams · revenue scope
2025 →
Building again
Product · workflow AI · advisory · hands-on systems
2004
Learned the older internet the hard way: trust, ethics, community, distribution.
2005
First money online from a fan site and donation economy before it had clean labels.
2008
First meaningful exit: jidox.com sold for £800 after hiring developers for the first time.
2014
Portfolio era matured: 60+ domains, search-led assets, USD 400K+ revenue year.
2020
Corporate chapter: Suria FM, Astro, FWD; teams, revenue targets, CRM, product, analytics.
2025 →
Building again: product surfaces, practical AI workflows, growth systems, and advisory work.
10Recruiter scan
For founders, operators, and recruiters scanning fast.
Useful for Malaysia, SEA, and remote teams hiring for AI solutions, applied-AI + GTM, digital product, or Head of Digital leadership — with senior operator judgment.
What roles is Amir Ariff best suited for?
AI Solutions Specialist (applied AI + GTM), Head of Digital Malaysia, Digital Product Leader, Growth Marketing Manager Malaysia, and builder-in-residence roles where strategy and shipped systems both matter.
What does Amir actually do?
He helps teams improve lead generation, SEO, CRM follow-up, WhatsApp automation, reporting, product growth, and internal AI workflows — tied to leads, revenue, retention, or operational efficiency.
Does Amir only do AI work?
AI is the sharp end, but it is grounded in real operating systems — acquisition, CRM, product, reporting. He ships applied AI where it improves speed, clarity, or outcomes, not AI theatre.
11Archive
Early internet receipts.
Old posts, rough edges, and useful context from the years before the corporate chapter.
Browse the archive →2010
Design a Website Using Flash
In the world today when modern gadgets almost dominate everything around the human population, it is just normal that most individuals would also rely on them. The computers,...
2010
Managing Your Files, Calendars and Photos Online
A hectic schedule is something that can never be avoided especially by those who work more than one job just so they can support their family. There are instances that because...
2010
Yahoo acquired Flicker.com
Flickr.com, one of the most popular social websites in the world which is also happened to be one of the most misspelled name in the internet. This has made Flicker.com to gain...
2010
Microsoft Office 2010 is available now
The much hyped product from Microsoft is debuting to the public today and now will be available at 35,000 retail stores and a number of online retailers including Best Buy and...
12Contact
Send the messy context.
If the problem involves an AI use-case nobody has shipped yet, a workflow that should be automated, CRM, reporting, or a funnel nobody fully owns, send the situation. I am open to AI solutions, applied-AI + GTM, Head of Digital, and builder-in-residence roles — especially AI-solutions and partner-GTM work.
Based in Kuala Lumpur. Relevant for Malaysia, SEA, and remote teams.