VISIONNEURALDATA+1COMMERCE
Independent · GCC · Singapore · Malaysia · Worldwideمستقل — متاح للعمل عن بُعدSelamat datang

Engineeringintelligent systemsfor the real world.

specialty:AI / ML.computer vision.marketing automation.LCL shipping.e-commerce.AI / ML.

I engineer production-grade AI and machine learning systems for businesses that need real outcomes — computer vision at theme-park scale, intelligent e-commerce with marketing automation, and LCL freight consolidation tools that ship to enterprise clients across the GCC, Singapore, and Malaysia.

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Selamat datang 👋 I'm thearifoffice's AI. Ask me about our AI / ML, computer vision, automation, or e-commerce work — boleh, anything.
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Expertise

What I do

Six lanes of work I ship in production. Pick one — I can talk specifics.

◆ 01

Computer Vision

Face & object detection at scale, OCR pipelines, photo-matching for theme parks, real-time inference on commodity GPUs.

Used by →Theme parks · Manufacturing QC · Real estate photo enhancement · Construction site monitoring
◆ 02

AI / ML Engineering

Model fine-tuning, LLM integration, RAG systems, evaluation pipelines, and shipping ML to production reliably.

Used by →Knowledge assistants · Multi-agent workflows · Document intelligence · Conversational commerce
◆ 03

Automation & Backend

Python · Node.js · workflow automation, scrapers, internal tools, REST/GraphQL APIs, queue-based processing.

Used by →Construction bid generation · Field-service job intake · Real estate lead routing · Fuel ops automation
◆ 04

E-commerce & Group Buy

Group-buy platforms, multi-vendor stores, payment integration, inventory sync, and shop dashboards for SMBs.

Used by →GCC retail · DTC commerce · Construction supply houses · Trade distributors
◆ 05

Shipping & Logistics (LCL)

LCL consolidation tools, freight tracking, customs documentation, route planning, and freight cost calculators.

Used by →Freight forwarders · Construction material imports · Industrial equipment movers · Fuel logistics
◆ 06

Accounting & Bookkeeping

Double-entry systems, automated reconciliation, VAT handling for GCC, monthly close, and financial reporting.

Used by →Construction contractors · Field-service operators · Trade SMBs · Freight forwarders
Real-world scenarios

What this actually looks like in your industry.

Capabilities are abstract. Use cases aren't. If you run a construction firm in Riyadh, a field-services operation in Dubai, or a multi-location retailer in KL — here's roughly where we plug in.

Construction

Photo-based progress reports from site cameras, automated bid & quote generation from BOQs, crew GPS check-in, CV-based safety alerts (PPE, fall zones).

Field Services & Contractors

WhatsApp-first job intake with photo diagnosis, parts inventory tied to van stock, route-aware crew scheduling, one-tap invoicing with VAT.

Retail & DTC Commerce

Multi-location POS-to-cloud sync, real-time stock across stores, WhatsApp loyalty + reorder flows, footfall analytics from existing security cameras.

Real Estate

CV-based property photo enhancement (sky replace, dehaze, lighting), automatic lead routing by neighbourhood/budget, viewing schedulers tied to agents.

Fuel & Oil Operations

Automated tank gauging, reconciliation across deliveries and dispenser readings, national survey reporting, anomaly alerts on loss patterns.

Theme Park & Hospitality

Ride photo matching, queue analytics from CCTV, guest-flow forecasting, on-park retail integrated with photo packages.

Computer VisionAI / ML EngineeringPython · Node.jsE-commerceGroup BuyLCL ShippingMarketing AutomationTheme Park PhotoSelamat datangGCC · SG · MYComputer VisionAI / ML EngineeringPython · Node.jsE-commerceGroup BuyLCL ShippingMarketing AutomationTheme Park PhotoSelamat datangGCC · SG · MY
Selected work

Selected work

Real systems, real users. Tap any project for the full case study.

FACE_MATCH99.2%~40M/SEASON
Computer Vision · Production

Theme Park Photo Engine

Match-and-deliver pipeline that processes millions of ride photos per season — face matching, watermarking, and on-demand delivery to guest portals.

Sub-second match across 40M+ photos
Zero downtime across full season
READ CASE STUDY
5+ buyers$4820+ buyers$36$34$32★ POPULAR50+ buyers$24▲ MORE BUYERS · LOWER PRICE
Full-stack · E-commerce

Group-Buy Marketplace

Tiered group-buy mechanics — the more buyers join, the lower the unit price. Vendor onboarding, escrow, and shipping cost split across the cohort.

Live tier pricing without race conditions
Offline-first checkout on 3G
READ CASE STUDY
CONSOLIDATED87% UTIL→ DXB
Logistics · Internal tools

LCL Freight Console

Container consolidation planner — packs LCL shipments by volume, weight, and destination port. Auto-generates customs forms and arrival ETAs.

Auto-fills GCC customs forms
Container fill optimized by weight + volume
READ CASE STUDY
P&L · MoM↗ +18%VAT 5%
Accounting · SaaS

Bookkeeping Suite

Double-entry ledger with bank-feed reconciliation, GCC VAT module, multi-currency support, and one-click monthly P&L for SMB owners.

GCC VAT engine built-in, FTA-compliant
92% auto-categorization accuracy
READ CASE STUDY
triggerscrapetransformdeliverEVENT-DRIVEN · ~600 RUNS/DAY
Workflow · Internal

Automation Pipelines

Headless scrapers, ETL flows, and event-driven internal tools that replaced manual ops work — saving teams hours every day.

LLM repairs broken selectors automatically
120 hours saved per week
READ CASE STUDY
DEFECTYOLOV8 · 24FPS · 0.3% MISS
Computer Vision · Industry

Vision Quality Control

Defect detection on production line photos — flags anomalies, tracks per-shift quality scores, and routes flagged items for human review.

Real-time defect detection on line
Routes flagged items to human review
READ CASE STUDY
VAT{"invoice_no":"INV-7842""date":"2024-11-15""vendor":"Al Falah LLC""total":4,238.50}EXTRACT · 97.4% ACCURACYAR · EN · MIXED
Computer Vision · Document AI

Document Intelligence Suite

OCR + LLM pipeline that extracts structured data from invoices, IDs, and customs forms — handles bilingual Arabic/English layouts, stamps, and noisy scans from phone cameras.

Bilingual Arabic-English OCR
97.4% per-field accuracy
READ CASE STUDY
Al Aroosa Storeonlinedo you have abayas?Black AbayaAED 2453 sizes availableTap to add to cart →I'll take size MOrder #2847Paid · ships tomorrow▶ INTENTparsed▶ CATALOGmatched▶ ORDERcreatedLLM ◇VECT ◇PAY ◇WHATSAPP-NATIVE COMMERCE
Conversational Commerce · LLM

WhatsApp Commerce Engine

WhatsApp-first storefront with LLM-powered product search, cart, checkout, and order tracking — built for GCC and South Asian SMBs who already sell on WhatsApp but lack systems behind it.

Voice + photo + text intent in one flow
Tool-grounded LLM, no hallucinated prices
READ CASE STUDY
policy.mdspec.pdfwiki.mdslack.txtVECTOR SPACE3 matches"what's ourVAT policy?"Answer:VAT is 5% acrossall GCC emiratesexcept KSA whichapplies 15%.[1][2]RAG · 94% GROUNDEDCITATION-REQUIRED
AI / ML · Internal SaaS

RAG Knowledge Assistant

LLM assistant grounded in company docs — Slack/Drive/Notion ingestion, semantic search, source-cited answers, and a feedback loop that learns from corrections.

Source-cited answers, no hallucination
Per-user permissions honored end-to-end
READ CASE STUDY
ISSUE #142add VAT calc toinvoice endpointpriority: highlabel: backendest: 2hn8nORCHESTRATECLAUDE CODE$ git checkout -b feature/142-vatCURSORPR #287+ vat-engine.ts+ tests passready ✓7m 42sSPEC → PR · 7.8 min median63% AUTO-MERGEABLE
Agentic Workflows · DevX

Agentic Dev Stack

n8n + Claude Code + Cursor stitched into a spec-to-PR pipeline — issues become branches, branches become reviewed PRs, with humans only in the loop where judgment matters.

Issue → branch → PR in under 8 minutes
Human review only where judgment matters
READ CASE STUDY
BRIEFcompetitiveintel · GCCPLANNERRESEARCHERWRITERFACT-CHECKEREDITORBRIEF.mdcited · checked ✓5 AGENTS · LANGGRAPH STATE96% CITED
LangGraph · CrewAI · Orchestration

Multi-Agent Research Pipeline

Specialized agents — researcher, writer, fact-checker, editor — collaborate through a LangGraph state machine, with CrewAI roles and n8n as the top-level scheduler. Used for competitive intel briefs and marketing content.

Each agent owns one job, with veto rights
Fact-checker can reject and force rewrite
READ CASE STUDY
PROMPTSKU#A-204 ·summer · outdoorBRAND-LoRA62 refs · palettelocked · v3.2REF PHOTOcontrolnetdepth + cannyT₀T₂₀T₅₀T₈₀RENDERapproved ✓COMFYUI + SDXL · $0.18/imgBRAND-LOCKED
Diffusion · Brand-Aware Imagery

Generative Visual AI Studio

ComfyUI graphs and Stable Diffusion LoRAs that produce on-brand product imagery at scale — seasonal variants, lifestyle shots, ad-creative angles — triggered by e-commerce events through n8n.

Brand-LoRA keeps style consistent across SKUs
From new SKU → 12 lifestyle shots in 4 minutes
READ CASE STUDY
Worked with

Building production systems for serious businesses.

A sample of the brands we ship for across the GCC, Singapore, and Malaysia.

MAKEABL logoTheme Parks Photography
MeridianFreight & LCL
C·A·E·L·U·MConglomerate
PETROLINKFuel & Oil
BuildCoreConstruction
shopingroup.com logoE-commerce
vertex/logisticsLogistics
TRADELINETrade Finance

Placeholder wordmarks shown — real client logos pending NDA clearance. Verifiable references available on serious enquiry.

Client words

What people actually said.

A small selection from Fiverr buyers across the US, UK, Canada, and Australia. Same voice, same standards, wherever the work lands.

Honestly above what I expected. Delivered clean, didn't pad the scope, didn't have to chase him once. Already booking the next gig.

[Mark Robinson]
E-commerce founder · 🇺🇸 United States
Computer Vision · Photo pipeline
fiverr

Did in 4 days what my last dev couldn't do in three weeks. Just gets it. No drama.

[David Brown]
Operations manager · 🇬🇧 United Kingdom
Python automation · Web scraping
fiverr

Best money I've spent on Fiverr full stop. Communication is spot on and the build just works the way you'd want.

[Sarah Johnson]
Shopify store owner · 🇨🇦 Canada
E-commerce build · Shopify
fiverr

Mate, this guy is the real deal. Plenty of devs talk a big game — Arif actually delivers. 100% will use again.

[Michael Davis]
Agency director · 🇦🇺 Australia
AI / ML · Model integration
fiverr

Fixed a bottleneck we'd been living with for two years. In a week. Cannot recommend highly enough.

[Robert Wilson]
Logistics coordinator · 🇺🇸 United States
LCL shipping · Internal tooling
fiverr

Saved us about 15 hours a week, no exaggeration. Knows GCC VAT inside out which was the dealbreaker for us.

[Jennifer Martinez]
Finance lead · 🇬🇧 United Kingdom
Bookkeeping automation · VAT
fiverr
Experience

Where I've been

2023 — Now

CV Engineer · Theme Park Photo

Building real-time photo matching at scale — millions of guest photos sorted, watermarked, and delivered to portals every season.

2021 — 2023

ML Engineer · AI lab (inside the industry)

Mid-career stint inside an applied-AI lab — close to how production CV/ML systems actually get shipped, governed, and supported once they leave the notebook. The exposure shaped how I scope every project today: model choice is the easy part; evaluation, drift, and the human review loop are where most teams quietly lose.

2020 — 2021

Freelance · Fiverr (Top-rated)

Python automation, scraping, and small-business e-commerce builds for international clients.

Side · Ongoing

Business Admin · Shipping & Books

Hands-on experience with LCL freight ops, group-buy coordination, and bookkeeping for small importer businesses.

Get in touch

Let's build something

Cold mail welcome. I read every brief — replies within 48 hours.

[email protected]LinkedInGitHub
Replies within 48 hours
08/12·2024 — Now
Conversational Commerce · LLM

WhatsApp Commerce Engine

Al Aroosa Storeonlinedo you have abayas?Black AbayaAED 2453 sizes availableTap to add to cart →I'll take size MOrder #2847Paid · ships tomorrow▶ INTENTparsed▶ CATALOGmatched▶ ORDERcreatedLLM ◇VECT ◇PAY ◇WHATSAPP-NATIVE COMMERCE
Year
2024 — Now
Industry
Conversational Commerce · SMB
Scale
60+ stores · 4 countries
Role
Conversational Commerce · LLM
Overview

A turnkey WhatsApp commerce engine. Customers chat naturally — text, voice notes, photos — and the LLM understands intent, surfaces matching products, takes orders and payments, and pushes shipment updates back into the same conversation. Designed for merchants who already do business on WhatsApp and just want it to scale without leaving the app.

Challenges & Solutions
● Challenge 01

Intent ambiguity

Customers send mixed Arabic-English text, voice notes, photos, and slang; structured intents are the exception, not the rule.

▲ Solution 01

Multimodal pipeline

Voice → transcription, image → vision-tagged search, text → intent + entities; all funnel into a single conversation state machine.

● Challenge 02

Hallucination cost

An LLM that invents stock levels or prices loses real money and customer trust on the first wrong message.

▲ Solution 02

Tool-grounded LLM

Inventory, pricing, and order operations are tools the LLM must call; it cannot paraphrase stock or money figures, only quote tool output.

● Challenge 03

Channel constraints

WhatsApp Business API has strict template rules, 24-hour session windows, and tight rate limits per phone number.

▲ Solution 03

Template orchestrator

Auto-routes between session-initiated and template-initiated flows; respects the 24h window and queues marketing pushes intelligently.

● Challenge 04

Catalog chaos

Stores have product data scattered across Excel, Instagram posts, and previous WhatsApp messages — no clean source of truth.

▲ Solution 04

Catalog importer

Excel/Instagram/CSV → normalized catalog with per-image embeddings; product search works in either language by description, photo, or voice.

By the numbers
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Conversion lift
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Active stores
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Stack
PythonWhatsApp Cloud APIOpenAIPostgreSQLRedisStripeTap Payments (GCC)Shopify / WooCommerce syncMeta CatalogTwilio voice fallbackAramex / Smsa shippingGoogle Sheets (merchant ops)
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