← Back to Profile

Edit Article

Upload cover image (JPG, PNG, WebP, max 5MB) — automatically compressed to WebP

Current image

AINNA started as an SME.

Not with perfect systems, a big technology team, or unlimited funding — but with real business challenges every day: products, orders, customers, stock, marketplaces, ads, logistics, cash flow, websites, and operations.

Over time, one thing became clear to us:

SMEs cannot depend forever on systems they do not understand or control.

Platforms are useful. AI tools are useful. Cloud services are useful. We use them too. But if SMEs only consume technology without building their own internal capability, they remain vulnerable.

For AINNA, sovereign digital capability means having the ability to understand our own data, improve our own workflows, audit our own operations, and use technology with confidence.

It does not mean rejecting global technology.

It means using technology wisely while still building our own strength.

This is the reason behind NUE-AINNA, an early AI-assisted website generation initiative to support Malaysian SMEs in building better digital assets with lower technical barriers.

NUE-AINNA v0 is built on top of Qwen/Qwen2.5-Coder-7B-Instruct, a coding-focused open model for code generation and software development assistance. At this stage, it is not yet a fully fine-tuned custom model. It is a prototype layer that combines a strong coding base model with AINNA’s Malaysian SME-focused prompting, website generation structure, compliance guardrails, and practical business workflow direction.

The goal is simple:

Help SMEs generate website plans, homepage copy, SEO metadata, HTML, CSS, WhatsApp CTA sections, and basic audit checklists faster — with more control over their own online presence.

The first version does not require AINNA to own GPU infrastructure. Model inference can run through Hugging Face infrastructure, while MacBook or VPS environments are used mainly for setup, file preparation, workflow management, OpenCode integration, and deployment support.

This makes NUE-AINNA v0 lightweight, affordable, and suitable for early testing before moving into dedicated fine-tuning or private endpoint deployment.

Our approach is simple:

From SME to SME.

We are not building from theory.
We are building from experience.

The long-term direction is to evolve NUE-AINNA into a localized SME digital assistant by building a curated Malaysian SME website dataset and fine-tuning future versions for better Bahasa Melayu output, local business context, safer commercial wording, website-ready code, and real SME digital operations.

AINNA is still learning, testing, and building.

But the direction is clear:

We want to help SMEs move from simply using digital tools to building real digital capability.

Because going online is no longer enough.

SMEs must also learn how to grow online with confidence, control, and sovereignty.

Cancel

Enter Password

Password required to manage articles

AINNA

AINNA Network 48 menu · 176 total

Core5
AINNA
Homepage & company hub
ESG
Sustainability & impact
new
Carbon Emulator
Carbon footprint calculator & smart routing emulator
new
GTM AI
Go-to-market operating system
NeuralOps Accounting
AI-assisted accounting
NeuralOps Platform8
AINNA NeuralOps
AI Ecosystem
new
NeuralOps Scenario
135 detached system use cases
Infrastructure
Managed cloud & servers
ISO Compliance
AI-powered ISO compliance OS
LLM Hub
Local AI Models
beta
Model Orchestra
vLLM model routing & serving
new
Benchmark Arena
Smart model routing
NeuralOps CI
Control & Instrumentation
AI Services10
Detached System
AI-built, independently run
AI Agent
Build complete AI systems
new
AI Compliance
Agent & LLM audit / QA
Database Agent
AI database management
Edge AI
IoT & embedded Linux
Data Services
Big data analytics
new
Smart Farming
Agri NeuralOps platform
Partner & R&D
Apply to collaborate with us
E-Commerce
Cross-border marketplace
new
Cyber Security
Autonomous security audit
Featured Demos8
featured
Speed
Website performance audit & optimization suggestions
featured
Security
Website security scan & vulnerability monitoring
featured
Cancel Recovery
Cancelled order recovery & re-engagement
featured
Overstock
Overstock detection & carrying cost analysis
featured
Water Pump
GPIO pam air automatik · simulasi tangki
featured
Sensor Health
Distributed sensor diagnostics & predictive maintenance
featured
Promotion
Retail promotion planning & ROI forecasting
featured
Attendance
Student attendance monitoring
Live Demos1
hub
Browse All Demos
136 interactive NeuralOps scenarios · filter by domain
People9
CEO
Nur Ain Syuhada
Director of Customer Strategy
Rozni Enana
CTO
Masli Yahaya
CFO
Fatin Suniza
Head of Logistics
Hakim Hafizi
Logistic And RND
Muhammad Hakam Hafizul
Operations & Biz Dev
Muhammad Firdaus Bin Nordin
E-Commerce Ops
Mohd Shafiq Haiqal
AI System Developer
Agent TC
SME Utilities1
new
SME Bank Statement Compiler
PDF bank statement → XLSX instantly. No storage.
Content & Tools6
AI Blog
Articles on AI & ML
Tech Blog
Product & engineering
Tools
Free online utilities
Science Lab
Interactive periodic table
Model Sim
Regression & Monte Carlo
Games
Arcade, puzzles & card games

Site Sections

No section data available yet.

Sites with documented sections will appear here.