Technical problem
AI stays a static chat window that only produces text, and never turns into action inside the business software already in use — HR, sales, operations, finance.
Two-way AI integration across departments and business software
Architectural solution
We give AI a full-duplex architecture: one that does not only read but acts inside the systems. Using function calling and tool use, the model deducts stock directly in the ERP, moves an opportunity stage in the CRM, or drafts an invoice in the accounting system.
Operational outcome
Complex business steps triggered and carried out safely by AI from inside corporate software, with no human in the middle.
II
Software adaptation, legacy systems and microservice architecture
Legacy system modernisation and intelligent API layersThe previous-generation ERP, CRM, mainframe or bespoke database systems a business has run for years — the ones at the centre of its workflows — cannot technically accommodate AI integration.AI-ready microservice and distributed system architectureMonolithic AI applications collapse under heavy user load or sudden traffic spikes, cannot scale, and take the rest of the system into deadlock with them.
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Which one shall we start with?
See it on your own data in one session, or write first and ask what we do.