AI Integration
AI that earns its keep — built for production.
R5 Systems builds practical AI features for real businesses: intelligent automation, document processing, retrieval-augmented assistants, and AI capabilities embedded inside the software you already run. Engineered for reliability, cost-controlled, deployed in production.
What we build with AI
- Intelligent automation — replace manual workflows with AI that handles edge cases
- Document processing — extract structured data from contracts, invoices, PDFs at scale
- RAG and knowledge assistants — chat over your company's data with proper grounding
- AI features inside your product — generation, summarization, classification, search
- Workflow agents — multi-step automations that handle real business operations
Why our AI work is different
Most “AI integrations” are a demo glued onto a button. We engineer AI features the way we engineer the rest of your software: typed interfaces, error handling, cost controls, observability, and fallback paths for when the model has a bad day. That’s the difference between a feature that ships and a feature that survives.
Models & providers
We work across OpenAI, Anthropic Claude, Google Gemini, and open-source models. The model choice is driven by the job — small/fast for high-volume classification, frontier models for reasoning, fine-tuned for narrow domains. No vendor lock-in for its own sake.
Frequently asked
What is AI integration?+
Building AI capabilities directly into your existing software and workflows — instead of bolting on a chatbot. Examples: document processing, intelligent automation, retrieval-augmented assistants, AI features inside your product.
Which AI providers and models do you work with?+
The major model providers — OpenAI, Anthropic, Google, and open-source models where they fit. We pick the model that matches the job and budget, not the one that's trending.
Will AI integration cost me a fortune to run?+
Not if it's engineered properly. We design AI features with cost control in mind — caching, smart routing between models, smaller models for cheap tasks. Reliability and unit economics matter as much as the demo.
Do you offer AI consulting for South African businesses?+
Yes — R5 Systems is based in Pretoria, South Africa, and works with South African businesses on AI strategy, integration, and implementation. We also serve international clients remotely.
Ready to start
Brief us. Response within 24 hours.