John Apael

I’m a results-driven Agricultural Technologist with over 15 years of experience in agricultural research, crop production, field operations, and data management. At the National Horticultural Research Institute (NIHORT), I conduct field trials, supervise farm operations, and ensure timely delivery of research work.

Alongside my core agricultural background, I build AI solutions grounded in quality. I specialize in prompt engineering, data annotation & labelling, AI model evaluation, and Human-in-the-Loop (HITL) QA to maintain accurate, compliant data and reliable outputs.

Since founding my consultancy, I’ve provided AI prompt engineering and large language model (LLM) solutions, developed AI chatbots to automate processes, and supported data annotation services and AI model evaluation. I also deliver training and consulting on AI tools and digital transformation.

I’m certified in Micro Prompt Engineering, LLM Fine-Tuning, Data Labelling, HITL QA & Data Quality Management, and AI chatbot building. My professional ethos is to leverage technology and data to drive innovation, improve productivity, and deliver impactful solutions that help farmers and stakeholders.