All work

AI Data Analyst Agent

Ask questions about plantation data in plain language and get answers in minutes.

Time-to-insight cut by 93% — from ~30 minutes to ~2 minutes.

[Demo video coming soon]

AI Analyst

Why did Estate B drop 12% in yield last month?
Three likely causes: rainfall was 40% below average 20 months ago, 18% of palms entered the >20-year age band, and harvesting rounds stretched to 14 days. The rainfall lag explains most of it. (Synthetic example.)
What's the forecast for next quarter?
1.72 t/ha (80% range 1.58–1.86). Recovery expected from month two as wetter months feed through.

Problem

Every question the business asked cost an analyst and half an hour. Teams wanted to answer their own questions — reliably, and without waiting.

Approach

  • Led a team of 2 data scientists to build an AI analyst agent and RAG app on Databricks Genie.
  • Custom LLM setup so answers stay grounded and reliable.

Results

  • Time-to-insight down 93% (~30 → ~2 minutes per analysis).

Industry

Agriculture

Tech stack

Databricks GenieLLMsRAGPython