AI Fundamentals & Prompt Engineering at Work
Everyday generative AI and advanced prompt engineering, anchored to the tasks a learner already does on Monday morning — drafting, summarising, analysing, reviewing.
ACLP-Certified AI Trainer · Instructional Designer · Singapore
AI training that actually sticks — from a trainer who still builds.
ACLP-certified adult educator (WSQ Advanced Certificate in Learning and Performance, Institute for Adult Learning — credential ID 100179971) with six ground-up AI programmes spanning generative AI, agentic RAG systems, workflow automation and a full AI video and AI music creative-media vertical. Currently the associate trainer, courseware developer and ACLP oversight lead behind intakes at six Singapore ATOs and academies — with the certificate scans your trainer file needs already attached to the profile below.
ACLP
Institute for Adult Learning
Institute for Adult Learning
Partnered with
The academies and operators
The academies and operators
who put me in the room.
Six Approved Training Organisations, private academies and enterprise teams across Singapore currently book me as associate trainer, courseware developer and ACLP oversight lead.
- @ASK Training Pte Ltd Approved Training Organisation
- Metacamp AI & digital skills academy
- Equinet Academy Data & digital marketing academy
- Inspizone Academy Pte. Ltd. Training academy · Singapore
- Eduquest International Institute Pte. Ltd. Private education institute
- Preface AI AI education partner
- Happy Together Pte Ltd AI curriculum & automation
- Bizlink Centre Singapore Limited Adult digital-skills training
For ATOs & private academies
Plug a certified AI trainer
Plug a certified AI trainer
into your course pipeline.
Most providers can find an AI practitioner or an ACLP-certified trainer. Getting both in one person — with six programmes already written, creative-media modules included — is what shortens your runway from proposal to first intake.
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ACLP-certified and audit-ready
WSQ Advanced Certificate in Learning and Performance from the Institute for Adult Learning, credential ID 100179971 — plus a second WSQ credential, a Diploma in Infocomm Technology (Data), certificate no. 100018851. Both are SSG-issued and independently verifiable, and the scans travel with the profile PDF, so classes assigned to me clear your certified-trainer requirements from the first session rather than after a scramble.
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Courseware that already exists
Six AI programmes built ground-up across five core domains — workplace generative AI and prompting, agentic AI and RAG chatbot architecture, business process and workflow automation, AI audio and creative media production, and AI video generation and visual content strategy. Slide decks, structured exercises, real-world case studies and competency assessments included. Ready to co-brand, adapt to your house template, or map onto accredited units with your curriculum team. No development runway, no ghost-writing fees.
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ACLP oversight for your trainer bench
At a previous provider I supplied the mandatory ACLP-certified oversight for non-certified trainers, securing and preserving SkillsFuture funding eligibility for their programmes. The same arrangement is available to your associate trainers.
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Instructional design, end to end
Training needs analysis, learner profiling, lesson plans, exercises and competency assessments — the documentation and the pedagogy, not just a confident platform demo. Built on three years of adult-education delivery before the AI vertical.
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An AI video & music vertical most benches don't have
Two of the six programmes are creative-media: AI video generation with visual content strategy, and AI music, audio and digital publishing. They fill the seats generic prompt-engineering courses can't — SMEs, marketing and comms teams, content owners and career-switchers — and they carry the strongest learner feedback of anything I run, because participants leave with a finished video and a finished track rather than notes. Taught by someone who produces this collateral commercially, not from a tool tour. See the two tracks
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Capacity you can actually schedule
A sustained 24+ hours of intensive weekly classroom instruction is the baseline, not the ceiling of a good week. Weekday, weekend, full-day or modular; classroom or live online.
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Feedback scores that hold up
Five-star learner reviews and repeat requests across cohorts. Trainer quality shows up in your post-course feedback long before it shows up in a renewal conversation.
Programme catalogue · six programmes, five core domains
Courseware you can
Courseware you can
schedule next month.
Each programme was written from scratch for adult learners in the workplace — with structured exercises, real-world case studies, slide decks and competency assessments attached. They run as-is, or map onto your accredited units with your curriculum team. Two of the six are creative-media programmes: AI video and AI music production.
Building AI Chatbots & Agents with Your Own Data
Learners build a working retrieval-augmented AI agent — a Telegram chatbot wired to Notion through n8n — and leave with something running, not a screenshot of someone else's demo.
Automating Business Workflows with AI
Advanced n8n workflow architecture and scaled automation concepts: error handling, data hygiene, API integration and the judgement of what should never be automated.
AI Audio & Creative Media Production
Learners compose original music, generate voiceovers and narration, produce finished audio, and publish it — the programme that earned the strongest learner reviews for making a technical subject genuinely enjoyable.
Inside the audio trackAI Video Generation & Visual Content Strategy
AI video generation, avatars and automated media collateral — from a brief to a publishable asset set, with the strategy layer that stops teams producing volume nobody watches.
Inside the video trackAI Strategy & Governance for Business Leaders
Where AI pays back, where it doesn't, and how to govern it — delivered as an executive workshop or bespoke 1-on-1 instructional coaching shaped around a leader's own operational workflows.
Creative media · a teaching vertical, not an add-on
AI video and AI music,
AI video and AI music,
taught as production work.
Two of the six programmes sit here, and they behave differently from the rest of the catalogue: learners don't leave with notes, they leave with a finished video and a finished track. It is the fastest way to make an AI intake feel worth the seat fee — and the easiest cohort to assess, because every participant produces an artefact you can mark.
Track 01 · Video
AI Video Generation & Visual Content Strategy
From a one-line brief to a publishable asset set: prompt-to-shot generation, avatars and synthetic presenters, voiceover, captioning and the repurposing pass that turns one production into a full channel set. Wrapped in the strategy layer that decides what is worth making in the first place — the part that stops a team producing volume nobody watches.
- Brief → storyboard → generated shots → edited, captioned cut
- Avatar and voiceover explainers for product, onboarding and social
- Automated media collateral: one asset, resized and recut per channel
- Content strategy, brand consistency, and where the disclosure lines sit
Taught on
Kling AIDreaminaNano Banana 2Gamma
Track 02 · Music & audio
AI Audio & Creative Media Production
Original music composed to brief, voice and narration production, and the digital publishing workflow that gets it out the door. This is the programme that consistently draws the strongest learner reviews — a room composing its own theme music inside the first hour is a very different room from one watching a prompt demo.
- Original tracks, jingles and brand sound composed to a written brief
- AI voiceover and narration for training, explainer and product audio
- Podcast and spoken-content pipelines, script through publish
- Digital publishing: packaging, distribution and usage-rights hygiene
Taught on
SunoTopmediaiChatGPTNotion
Why academies book this one first
- It fills seats a prompting course can't. SMEs, marketing and comms teams, content owners, creatives and career-switchers self-select into video and music long before they sign up for automation.
- Assessment writes itself. Every learner produces a finished artefact, which maps cleanly onto competency statements and gives your assessors something concrete to evidence.
- Taught from commercial production, not a tool tour. I built the video, audio and visual marketing collateral for a Singapore training group with Kling, Dreamina and Topmediai — shortening production lifecycles rather than demoing them.
- Both tracks are already written. Curriculum, exercises, case studies, decks and assessments exist — ready to co-brand or map onto your accredited units.
★★★★★
The creative-media programmes carry the strongest learner feedback in the catalogue — including a 5-star public Google review naming the audio course.
- Runs as
- Two standalone programmes, or one combined creative-media intake
- Formats
- Full-day, half-day modular, or a multi-session evening series
- Delivery
- Classroom, live online, or private 1-on-1
- Learner leaves with
- A finished, published asset — video cut or original track
- Ships with
- Deck, exercises, case studies and competency assessment
24+
Instruction hours / week
6
Proprietary AI programmes
3 yrs
Adult education delivery
5.0
Learner review rating
ACLP
Certified by IAL Singapore
A high-empathy approach
Teaching that meets people where they are.
The hard part of AI isn't the tools — it's getting a whole room confident enough to use them. Sessions are built around learners' real work, with the patience to bring along everyone: three years at Bizlink Centre Singapore included designing and delivering digital-skills programmes for adult learners with physical and learning challenges.
That inclusive grounding is why mixed-ability, mixed-confidence cohorts finish the course instead of quietly dropping off after session two.
ACLP Certified
Inclusive-learner experience
24+ hrs / week
TNA & assessment design
What learners say
Rated five stars, in their words.
★★★★★
One of the best trainers I have ever had in any AI-related course.
★★★★★
He connects the teaching to real-world scenarios, so it actually sticks.
★★★★★
Detailed, knowledgeable, and genuinely invested in whether you get it.
Licences & certifications
Everything you need for
Everything you need for
the trainer file.
Every credential below is listed with its issuer, date and certificate number — and the scanned certificates are appended to the downloadable profile, so your curriculum and compliance teams can complete the trainer file from one document instead of a chain of follow-up emails. Certification is kept current: the most recent addition was completed in August 2026.
WSQ Advanced Certificate in Learning and Performance (ACLP)
Institute for Adult Learning Singapore · Issued March 2025
Credential ID 100179971Scan in profileVerify on the SkillsFuture eCert portal
AI in Operations: Enhancing Workflow Efficiency & Automation
@ASK Training Pte Ltd · Issued August 2026 · 24-hour programme
Current domain certificationBachelor of Business Management, Finance
Singapore Management University · Lee Kong Chian School of Business · Awarded 29 May 2013
Summa Cum LaudeScan in profileVerify the SMU digital certificate
WSQ Diploma in Infocomm Technology (Data)
Lithan Academy · Issued July 2021 · Aligned to the Skills Framework under the National Infocomm Competency Framework
Certificate No. 100018851Scan in profileVerify on the SkillsFuture eCert portal
Become a Data Analyst
LinkedIn · Issued September 2023
Two WSQ credentials on record — the ACLP itself and a WSQ Diploma in Infocomm Technology — both issued inside the SkillsFuture (SSG) system and independently verifiable. Full name on record: TAN TSAO MING, ANDREW — use this for trainer registration, course submissions and SSG records. Professionally known as Andrew Tan.
Track record
Built the vertical, then taught it.
A decade of analytics and communications work, redirected into adult education and AI systems — which is why the curriculum reflects how the tools behave in production, not how the marketing pages describe them.
Jul 2026 — Present
Independent Training Specialist · ATO & private academy partner · 1-on-1 instructional coach
Partnered with @ASK Training Pte Ltd, Preface AI, Metacamp, Inspizone Academy Pte. Ltd., Eduquest International Institute Pte. Ltd., Equinet Academy and private clients
Lead ACLP-certified instructor for group workshops within the SSG/WSQ ecosystem, plus bespoke 1-on-1 coaching for corporate executives, business owners and professionals, tailored to their own operational workflows. Directed end-to-end AI verticals — technical curricula, structured exercises, real-world case studies, slide decks and competency assessments — across five core domains: workplace generative AI and prompt engineering, agentic AI and RAG chatbot architecture, business process and workflow automation, AI audio and creative media production, and AI video generation and visual content strategy.
Mar 2026 — Jul 2026
Head of AI Curriculum & Lead Automation Developer
Happy Together Pte Ltd · Singapore
Built the entire AI vertical from nothing: five programmes with curriculum, exercises, case studies and assessments. Delivered 24+ hours of intensive weekly classroom instruction, and provided the mandatory ACLP-certified oversight for non-certified trainers that secured and preserved SkillsFuture funding eligibility. Also produced the group's own high-converting video, audio and visual marketing collateral with Kling, Dreamina and Topmediai — the commercial work the creative-media programmes are taught from — alongside a full website overhaul and migration to Netlify with RAG chatbot functionality, n8n lead-generation pipelines and RAG support-ticket automation.
Jul 2025 — Present
Founder & Lead Enterprise AI Architect
OMMU Pte. Ltd. · ommu.ai · Singapore
Engineering production RAG and n8n automation architectures for hospitality and F&B operators across WhatsApp, Telegram, Messenger, Instagram, email, website chat and Slack, plus the LLM content generation pipeline behind the outbound engine — custom JS data-cleaning nodes, engineered prompts and schema validation producing publication-ready SEO articles. The build work keeps the training content current — every case study in the classroom came from a live system.
Jun 2023 — Mar 2026
Training Officer
Bizlink Centre Singapore Limited · Singapore
Designed and delivered digital-skills programmes for adult learners, including learners with physical and learning challenges. Conducted training needs analysis and learner profiling to keep programmes aligned to workplace objectives — the foundation for later deep-tech instruction.
Nov 2019 — May 2023
Senior Copywriter & Freelance Content Strategist
Verz Design Pte Ltd / Independent · Singapore
Built digital content and messaging frameworks, specialising in simplifying complex technical and financial subjects for mainstream audiences — the skill that now turns model behaviour into language a mixed-ability cohort can act on.
Mar 2014 — Aug 2018
Business Intelligence Analyst / Data Science Consultant
Singtel & Eu Yan Sang · Singapore
Analysed behavioural and transactional datasets to inform enterprise engagement strategy, built BI dashboards for operational decisions, and translated data structures into recommendations non-technical senior stakeholders could act on.
The Trifecta
Where data, communication
Where data, communication
and education meet.
Most AI specialists can build a system, write about it, or teach it. The advantage here is doing all three — so a programme gets designed properly, explained in plain English, and adopted after the certificate is issued.
01
The technical foundation
An SMU business degree and a data-analytics background at Singtel, applied to enterprise workflow automation that holds up in production — and to case studies that survive a sharp question from the back row.
02
The translator
A former senior copywriter who turns model behaviour and technical jargon into explanations a mixed-ability cohort will actually retain and use.
03
The certified educator
An ACLP-certified trainer delivering 24+ hours of instruction every week, with instructional design and assessment practice behind every module.
Industry currency · OMMU
A digital manager that never clocks off.
OMMU is an AI system for hospitality operators — F&B and boutique hotels — that turns scattered guest feedback into action, recovering unhappy guests before a bad review is ever written. It is also the reason the classroom content stays current: everything taught has been shipped somewhere first.
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24/7 feedback analysis
Guest sentiment is read in real time, with instant Telegram alerts the moment something needs a human.
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Human-in-the-loop guardrails
The system flags and drafts; managers stay in control. It protects revenue and reputation without going rogue — and it doubles as the AI-governance lesson in the leadership programme.
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An 8-pillar audit framework
A proprietary audit maps where guest experience leaks, then prioritises the automations that pay back first.
Built and run solo — proof that one operator with the right system can do the work of a team. ommu.ai
What I build
Enterprise automation,
Enterprise automation,
shipped end to end.
Concrete systems for real operations — not demos. Each one is designed to run unattended, hand off cleanly to the people who own it, and become next term's case study.
Automation
Lead-generation pipelines
n8n-based engines running across 4 domains and 12+ synchronised inboxes — capturing, qualifying and routing leads without manual triage.
RAG agents
Website chatbots & assistants
New, revamped or installed website chatbots on Netlify, plus RAG-powered assistants wired into Telegram and Notion so support and ops stop repeating themselves.
Content pipelines
Content generation pipelines
End-to-end n8n and LLM pipelines with custom JS data-cleaning nodes, engineered prompts and schema validation — raw source data in, publication-ready SEO-structured Markdown out, without a human retyping any of it.
Under the hood
What the systems see.
Behind the simple chat box: knowledge graphs, retrieval layers and orchestrated data flows — mapped out so the automation is transparent in a classroom, not a black box.
The stack
The tools taught in the room.
Language models
- ChatGPT
- Claude
- Gemini
Decks & sites
- Gamma
- Netlify chatbot installs
Video & avatars
- Kling AI
- Dreamina
- Nano Banana 2
Music, voice & audio
- Suno
- Topmediai
Automation & data
- n8n
- Make.com
- Notion
- Vector databases
Ways to work together
Three doors in.
Start with your course pipeline, your team, or your operations. All three lead to the same place: AI that earns its keep.
For ATOs & academies
Trainer & courseware partnership
An ACLP-certified associate trainer with six programmes already written — generative AI, automation, and the AI video and music tracks — plus ACLP oversight for your non-certified trainers.
For teams
In-house AI upskilling
Workshops shaped around your team's real work, from cautious to capable — with SSG-funded routes available through partner ATOs.
For operators
AI workflow audit
A look at where your operation leaks time and revenue, and whether a website chatbot should be built, revamped or installed.
Let's talk
Let's get it on
Let's get it on
your course calendar.
Tell me which programmes or intakes you're planning. I'll reply personally with availability, the courseware that fits, and what I'd need from your curriculum team to slot it in.
- Trainer profile, credentials and certificate scans in one PDF — no request needed
- A reply within 1 business day, from me — not a bot
- Free 20-minute call to scope fit before anything formal
- Sample deck, exercise and assessment available for review — including the AI video and music tracks
Prefer to connect first? Reach out on LinkedIn, email andrew@ommu.ai or call +65 9011 3337
Thanks — that's in.
Your message reached me. Expect a personal reply within one business day. In the meantime, the full trainer profile, with certificate scans attached, is ready to download, or connect on LinkedIn.