AI at Amaryllis

Real AI. Real Impact.

We deploy open-source AI across all three of our pillars — not as a gimmick, but as a practical tool that solves specific, measurable problems.

Discuss an AI Project

Agriculture

🌾

Mudhumeni — Crop Disease Detection

Tech Stack

Computer Vision (ResNet-50)React Native appOffline-first SQLiteFastAPI backend

Problem

Farmers lose 20–40% of yields to diseases and pests that are identified too late for effective intervention.

Solution

A computer-vision model trained on 50,000+ images of Zimbabwean crop diseases runs on-device, giving instant diagnosis from a smartphone photo.

Outcome

Up to 60% reduction in crop loss. 3,000+ farmers using the app across Mashonaland and Manicaland.

Agriculture

💧

AI Irrigation Scheduler

Tech Stack

LSTM time-series modelESP32 IoT sensorsMQTT brokerGrafana dashboards

Problem

Over-irrigation wastes water and nutrients; under-irrigation stunts growth. Manual scheduling is imprecise and labour-intensive.

Solution

IoT soil-moisture sensors feed a recurrent neural network that predicts optimal irrigation windows 48 hours ahead, accounting for weather forecasts.

Outcome

35–40% water savings. Automated pump control reduces labour by 8 hours/week per farm.

Construction

📋

Automated BOQ Generation

Tech Stack

GPT-4V / LLaMA 3 VisionLayoutLM document AIPython extraction pipelineExcel/PDF output

Problem

Preparing a Bill of Quantities manually from engineering drawings takes 2–3 weeks and is prone to costly errors.

Solution

A document-intelligence pipeline extracts dimensions and materials from PDF drawings, then generates a structured BOQ using an LLM with domain-specific fine-tuning.

Outcome

BOQ preparation time reduced from 3 weeks to 2 days. Error rate dropped by 78%.

Construction

📷

AI Site Progress Monitoring

Tech Stack

YOLOv8 object detectionRTSP camera feedsEdge computing (Jetson Nano)WebSocket dashboard

Problem

Project managers can't be on-site 24/7. Delays and safety violations go undetected until weekly inspections.

Solution

IP cameras with an on-edge AI model detect construction progress milestones, PPE compliance, and unauthorised access — sending real-time alerts to project dashboards.

Outcome

Clients receive automated daily progress videos and milestone alerts. Safety incidents reduced by 45%.

IT Consultancy

🤖

Enterprise AI Chatbot (Amara)

Tech Stack

Mistral 7B / LLaMA 3LangChain orchestrationFastAPI + WebSocketsOllama self-host

Problem

Businesses waste hours answering repetitive customer enquiries. Support teams are overloaded with routine questions.

Solution

A self-hosted Mistral 7B model fine-tuned on the client's product knowledge base, deployed as a secure API with full conversation history — no third-party data exposure.

Outcome

70% of routine enquiries handled without human intervention. 24/7 availability at near-zero marginal cost.

IT Consultancy

📊

Intelligent Business Dashboard

Tech Stack

Next.js + Rechartsdbt + PostgreSQLLLM narrative generationVercel Edge

Problem

Decision-makers rely on static spreadsheets and delayed reports. Real-time visibility into KPIs is unavailable.

Solution

A unified data platform aggregates ERP, CRM, and operational data into a live dashboard with AI-generated narrative summaries and anomaly alerts.

Outcome

Executives receive a 5-minute AI briefing each morning. Operational issues are detected 4× faster.

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