Ahnaf Thaqeef

Building AI Tools · Teaching Automation · Made for Malaysia

Nestlé Malaysia professional who builds AI tools and automations — and teaches Malaysians how to do the same. 20+ live apps shipped. Documenting every build in public so you can learn from it.

20+

AI Apps Shipped

MYR 3M+

Measurable Business Impact

5+

Live SaaS Products

4+

Years with AI

Ahnaf Thaqeef
EmployerNestlé Malaysia
RoleTHUB Specialist
LocationCyberjaya, MY
EducationBEng Chemical, UM
AI Apps20+ shipped
Experience4+ yrs with AI

Building AI that delivers measurable outcomes

Based in Malaysia, I operate at the intersection of enterprise operations and applied AI. My day job is Supply Chain at Nestlé — where I design and deploy AI systems that reduce costs, automate workflows, and generate analytics that inform leadership decisions. Outside of that, I independently ship AI applications that demonstrate what's possible when AI thinking meets product execution.

I don't just build demos. Every project I ship is live, publicly accessible, and built to production standard — running on lean cloud infrastructure, with real AI capabilities that solve real problems.

Enterprise AIRAG / LLMDocument IntelligenceSupply Chain AnalyticsFull-Stack DevSolution Architecture

Enterprise impact delivered

aibizmy.com

AI Systems Architect & Founder

2023 – PresentMalaysia (Remote)
20+

production AI apps independently architected, deployed, and maintained for the Malaysian and SEA market

Multi-LLM

self-healing n8n automation engine orchestrating Claude, Groq, OpenAI, Gemini — zero manual intervention on mission-critical workflows

RAG + pgvector

retrieval-augmented pipelines with vector DB integration (Pinecone, Weaviate, pgvector) for context-aware, memory-enabled AI outputs

BYOK

multi-tenant SaaS architecture with per-user API key isolation and Supabase Row Level Security

Nestlé Malaysia

THUB Specialist, Nestlé

Jan 2025 – PresentSelangor, Malaysia
~MYR 200k

dispute cost avoidance — designed & deployed AI + telematics POC for 3PL fleet management, integrated AI dashcam evidence into dispute workflows

40%

pipeline automation completion — authored 120+ user stories and ACs for ERP-to-freight automation (SAP TM integration)

80%

active system usage in 3 months — engineered automated Fleet Safety Inspection reporting (Power BI + Power Automate)

~MYR 50k/mo

surcharge reduction — delivered stakeholder analytics and negotiated data-driven routing changes to reduce Singapore surcharge exposure by ~50%

21 providers

real-time OTC/OTD visibility via Power BI analytics platform — replaced manual weekly reporting across all 3PL relationships

Nestlé Malaysia

First Line Manager — Shah Alam Complex

May 2024 – Jan 2025Selangor, Malaysia
~MYR 300k/mo

operational savings — spearheaded AI-driven DMO: digital dashboards, automated OPLs, leadership analytics; unplanned stoppages reduced to 5.3%

95%

process adoption in 2 months — structured training, runbooks, and change management across the production floor

ISA-95 L3

MES capability map designed — architecture documentation adopted as production deployment blueprint

Biocon Biologics

Production Associate — Drug Substance

Jan 2023 – Apr 2024Johor, Malaysia
USD 20k

cost reduction per batch — implemented chemical preparation scheduling optimisation

ISA-95 L3

MES interface test cases designed for SAP-to-MES integration in regulated pharmaceutical environment (Honeywell)

FDA/EMA/NPRA

regulatory audit readiness — led deviation investigations and CAPA implementation

Built & live in production

Every project is publicly accessible. No concept decks — working software.

FinAI Intel

FLAGSHIP

Enterprise financial intelligence suite — 6 AI tools built for finance teams and credit analysts. Purpose-built with CTOS/CCRIS domain knowledge.

Live Demo ↗
Bank Statement Analyzer — PDF ingestion, LLM transaction categorisation, anomaly flagging
Financial Doc Q&A — RAG pipeline with keyword-ranked retrieval, streaming responses
Credit Report Explainer — CTOS/CCRIS intelligence with 300-850 health scoring
Fraud Signal Brief Generator — multi-signal risk synthesis with case reference IDs
Document Consistency Checker — cross-validates payslip, bank statement, SSM cert
AI ROI Calculator — real-time financial modelling with streamed business case
Next.js 16TypeScriptGroq Llama 3.3 70Bpdf-parse v2RAGVercel

Explore All 20+ Live Tools

Everything I've shipped is publicly accessible at aibizmy.com — no login required.

FinAI IntelAI Resume BuilderAcaraHQHalal Scannerand more
Open aibizmy.com →

What I work with

AI & LLM

Large Language ModelsGenerative AIRAG ArchitecturePrompt EngineeringStreaming AI (SSE)Anthropic ClaudeGroq SDKOpenAI APIAWS BedrockAWS TextractDocument IntelligencePDF/DOCX Parsing

Full-Stack Dev

Next.js 15/16TypeScriptReactPythonREST API DesignTailwind CSSNode.js

Cloud & Infra

AWS (Bedrock, Textract, S3, Lambda, IAM)VercelCloudflareSupabase

Data

PostgreSQLpgvectorVector DatabasesSQLPower BIData Modelling

Enterprise

SAP ECC / SAP TM / SAP PP-PIMES (ISA-95 L3)ERP IntegrationSIT/SAT TestingSolution Architecture

Tools

GitJiraConfluencePower Automaten8nPlaywrightWhisper ASRFFmpegWhatsApp Business APICRM IntegrationReal-time Data Synchronisation

University Malaya (UM)

Oct 2022

Bachelor of Chemical Engineering

CGPA 3.16 / 4.00 · Second Class Upper · Dean's Honours List

University Malaya (UM)

May 2017

Foundation in Physical Sciences

CGPA 4.00 / 4.00 · First Class

MRSM Tun Abdul Razak

Nov 2015

SPM

10A's

ISO 9001, 14001 & 45001 Internal Auditor

May 2025

Meta Minds International

ISO 9001, 14001 & 45001 Awareness

May 2025

Meta Minds International

Graduate Engineer

Feb 2023

Board of Engineers Malaysia

Six Sigma Yellow Belt

Jun 2023

6sigmastudy

Ready to build?

I build AI tools for Malaysian businesses and document every step. Whether you want to collaborate, hire, or just learn how it's done — reach out.