AI & Intelligent Systems
AI connected to the software you already use.
You do not always need to rebuild everything. Sometimes you need AI capabilities integrated into an existing system. I design and build those integrations properly.
AI integrations cover adding LLM, vision, speech and embedding capabilities to existing applications, CRMs, ERPs, websites and custom software. Integration is designed from the architecture of the existing system.
Scope & Deliverables
What this engineering discipline covers
- LLM API integration into existing applications
- Embedding and semantic search added to existing data
- AI-powered features added to existing web applications
- Existing CRM, ERP and SaaS platform integrations
- Webhook-driven AI processing pipelines
- Cost-aware architecture to avoid unbounded API spend
Methodology
How we engineer and deliver
Audit the existing system
Understand what exists before designing the integration point.
Design the integration
Where AI capability enters the system and how it interacts with existing data.
Build and hand over
Implemented, tested and documented so your team can maintain it.
Have something worth building?
Let's turn the idea into software. Scoped in writing, engineered to specification, and delivered with precision.