Applied Software and Digital Tools
Tools Built for Analysis, Training, and Operations
We build the tools our analysis and training depend on. Software is not the centre of the business. It is how we turn operational judgement into systems that teams can use, inspect, and maintain.
What We Build
Complete software solutions combining modern architecture with domain expertise
Applied Tooling
Operational tools built from database architecture through to user interface, with maintainability as a core requirement
AI Integration
Production-grade AI implementations with LLMs, content safety, and domain-specific optimisation
Domain Logic Encoding
Transform institutional expertise into algorithmic decision support systems
Operational Deployment
Tools built for the teams, workflows, and control points that will actually use them
Technology Stack
Modern tools and frameworks for scalable, maintainable solutions
Python / Django
Backend APIs and business logic
JavaScript / SvelteKit
Modern frontend frameworks
PostgreSQL
Scalable data persistence
LLM Integration
Gemini, Claude, OpenAI
Cloud Infrastructure
AWS, Vercel, Render
DevOps & Monitoring
CI/CD, logging, metrics
AI-Powered Decision Platform
A production tool built for humanitarian cash decision support
The Challenge
Field teams needed to systematically evaluate multiple transfer modalities against local conditions, including market access, security, financial infrastructure, and regulatory compliance, while maintaining consistency across teams and preserving institutional expertise.
Our Solution
We encoded domain expertise into algorithmic scoring rules, built a conversational assessment interface, integrated AI-powered guidance with Google Gemini, and delivered auto-generated documentation in a platform ready for operational deployment.
Domain Logic Encoded
We worked with humanitarian experts to encode deep domain knowledge into algorithmic scoring rules. The system understands coverage zones, compliance requirements, and applies contextual adjustments based on connectivity, security, and market conditions.
Thinking Level
Configurable (minimal to high)
Content Safety
65+ misuse detection patterns
Context
Domain-aware with local knowledge
Production AI Integration
This is not AI as a gimmick. It is a full production implementation with Google Gemini. We built configurable thinking levels, time-to-first-token optimisation, content safety systems, token tracking, and cost monitoring. The AI understands operational context and adapts responses based on user roles.
What We Deliver
Production-ready solutions with enterprise-grade architecture
Complete Digital Tools
Database to deployment for focused operational use cases
Production AI Systems
LLM integration with safety and monitoring
Domain-Specific Logic
Expert knowledge encoded as algorithms
Auto Documentation
Professional PDF/DOCX generation
Knowledge Systems
Searchable encyclopedias and chatbots
Enterprise Operations
CI/CD, monitoring, security, audit trails
Need a Tool That Serves the Work?
Whether you need to encode institutional expertise into intelligent systems, integrate AI into workflows, or build a focused operational platform, we bring the technical depth and domain understanding to make it usable.