AI Agents · Workflow Automation · Johor Bahru
Bridging Human Intelligence with Digital Logic
We design, deploy, and manage AI Agents and automation workflows for real businesses — AI that finishes jobs, not just replies to messages.
WhatsApp & Telegram AI assistants, lead collection and qualification, content & growth automation, and private AI systems built around your real workflow — set up, tested, and supported after launch.
- AI Reply Coverage
- 24/7
- AI Reply Coverage
- Ticket Volume Cut
- 60%
- Ticket Volume Cut
- Data Privacy
- 100%
- Data Privacy
AI Services
Pick the workflow you need first — we set it up, test it, and support it after launch
WhatsApp & Telegram AI Agents
Lead Collection & Qualification
Content & Growth Automation
AI Workflow Automation
Private AI & Knowledge Bases
Custom Development & Integration
Project Showcase

Intelligent Customer Support Bot
Privacy-first automation workflow using n8n with Local LLMs (DeepSeek 8B) via LM Studio. Engineered system prompts based on SOPs to classify user intent and generate context-aware replies. Reduced Tier-1 support ticket volume by 60% with zero data leakage to cloud.

F&B Loyalty System Refactor
Utilized Claude Code CLI to index legacy PHP codebase and digest complex loyalty business logic. Generated new API endpoints by referencing existing backend design patterns (Singleton/Factory). Accelerated backend refactoring by 60%, launching 2 weeks ahead of schedule.

Private AI Knowledge Base
Deployed quantized Llama 3 model locally using LM Studio for internal document Q&A. Built RAG pipeline with FastAPI to index PDFs into local Vector Store with 100% data privacy. Zero cloud dependency ensures complete control over sensitive business data.

Face Liveness Detection System
Developed edge-computing computer vision module using Python, OpenCV, and MediaPipe for anti-spoofing authentication. Implemented algorithms to prevent photo attacks on vending machines. Real-time processing ensures secure biometric verification at the edge.

CRM Performance Optimization
Maintained and optimized enterprise CRM system built on Java and Apache Tomcat. Achieved 25% increase in system load efficiency through strategic code refactoring and database indexing. Created comprehensive technical documentation for seamless knowledge transfer.

Secure FinTech Architecture
High-security iOS financial data processing system with robust identity verification (KYC) and complex real-time transaction logic. Ensures highest standards of data integrity with multi-layer security protocols and encrypted data transmission.
Why BONR?
BONR SERVICES designs and manages AI Agents and automation workflows for businesses across Malaysia and Singapore — you buy the working workflow, not just the tool.
We combine deep technical expertise with a commitment to rapid deployment. From 60% reduction in support tickets to launching projects 2 weeks ahead of schedule, we deliver measurable results.
Our specialization in privacy-first AI solutions ensures your sensitive data never leaves your infrastructure. Local LLMs, edge computing, and zero-cloud dependency mean 100% data privacy.
Start Your Project
Secure · Scalable · Innovative
