Adding an AI assistant to your CRM, ERP, or HRM
How an assistant built into the systems you already run can answer questions, draft routine work, and take actions with the right permissions.
Architecture
When should a team modernise its software foundation?
Look beyond age: friction in delivery, reliability, and the cost of every next change are stronger signals.
Software rarely announces that it needs replacing. Instead, the signs show up in the business: releases that take longer each quarter, bugs that return, and simple requests that need a week of investigation.
Signals worth watching
- Every change touches too many parts of the system
- Only one or two people understand how things work
- Infrastructure costs grow faster than usage
- Customers notice slowness before your team does
Modernise in steps
A rewrite is rarely the first answer. Start by isolating the parts that change most often, put tests and monitoring around them, and replace them one boundary at a time.
More insights
Agentic AI for data analysis: from questions to answers
Data agents let managers ask business questions in plain language and get checked answers with charts, without waiting days for a report.
Self-hosted or cloud AI models: how to choose for your business
Cloud models, self-hosted open models, or both: a practical way to decide where your AI should run, workload by workload.
Ready to build something that lasts?
Whether it's an AI assistant, a CRM, or an internal system that has outgrown spreadsheets, we'll help you plan the right next step.