Insights
Practical perspectives on GenAI, automation, and hiring — from the Oxydata team.
14 articles
A practical guide to building agentic AI for Malaysian enterprises — vectorized knowledge with Postgres and pgvector, LangChain and LangGraph orchestration, composable tools, and a four-layer reference architecture from IRIS and Oxa.
Recent articles
PwC's 2026 AI Jobs Barometer finds roles that amplify human judgment — including recruiters — growing far faster than jobs where AI mainly automates routine tasks. A useful signal for Malaysian HR and hiring teams.
Every vendor claims agentic AI, but most products are workflows with an LLM inside. Learn the real difference, five Malaysian business examples, and the one litmus test to ask your vendor.
Every CV uploaded to US-hosted recruitment SaaS may breach PDPA Section 129. Learn what PII is at risk, where popular platforms store data, your compliance options, and 7 questions to ask your vendor today.
TechTalent, a licensed recruitment agency in Malaysia, used OPAL to stop volume-led shortlists — saving 70% of screening time, improving CV quality by 85%, and rebuilding hiring manager trust with structured candidate summaries.
An honest breakdown of 12 AI recruitment platforms across four categories — enterprise HCM, standalone ATS, AI CV scoring, and AI interview tools. Strengths, weaknesses, and who each is really built for. Written for enterprise HR teams in Malaysia.
When vendor volume lands on a technical lead's desk every week, good candidates get missed and hiring slows down. How BMW Credit Malaysia used OPAL to enforce quality before human review.
Most Malaysian enterprises already use Traditional AI — fraud scoring, demand forecasting, CV filtering. Generative AI is the new layer. Business leaders need to understand how they differ, where each fits, and why the distinction matters for budget and risk.
The 10 most active AI companies in Malaysia in 2026 — recruitment, education AI, computer vision, drones, and enterprise automation. Who's building real solutions.
Digital Minister Gobind Singh Deo says the National AI Action Plan 2026–2030 — targeting 30,000 AI professionals by 2030 — is expected to launch in the third quarter after Cabinet approval.
If you work in HR or recruitment in Malaysia, someone has already asked whether AI will take your job. The honest answer is not a clean yes or no — it depends on what your team actually does and how leadership treats AI.
Most Malaysian college websites fail prospective students at the first enquiry. RAG-powered AI admissions agents answer qualification questions, fees, and booking requests instantly — 24/7 in Bahasa Malaysia or English.
For many Malaysian SMEs, WhatsApp is where business happens — but manual replies create bottlenecks as volume grows. A well-designed WhatsApp AI agent can answer common questions instantly, qualify leads, and free your team for work that needs a human.
Most organisations and recruitment agencies are still running a hiring process built for 2005. In 2026, that's not just inefficient — it's costing you money, time, and your best candidates.