Internal AI Assistant.

An internal AI assistant is a custom chat interface that connects to your live business systems and answers questions in plain English. The difference from ChatGPT: it knows your business — your jobs, customers, stock, drawings, contracts — because it queries your actual data when asked.

Under the hood, internal AI assistants use a technique called RAG (retrieval-augmented generation): when a user asks a question, the system retrieves relevant data from your systems and gives it to the LLM, which answers based on the retrieved data. The model isn't memorising your business; it's looking up the answer each time.

For SMBs, the practical value of internal AI assistants is bridging the gap between office systems and shop-floor reality. The MES sits on a desk that's nowhere near the bay. The CRM is on a screen across the building. People walk over and ask because looking it up is too slow. An assistant on a tablet at each work station collapses all of that — voice question, instant answer, no walking.

Production deployments typically include: read access to multiple systems (MES, CRM, accounts, document store), write access to specific safe actions (start a task, log a defect, move a job stage), role-based permissions (operators see job status; managers see margin), audit logs on every interaction, and a voice-first interface for noisy environments.