AI, MCP & intelligent automation
AI is most valuable when it can safely reach the information and systems your people already use — and when it's designed around a real process, not a demo.
We build AI assistants, MCP servers, agent integrations and automated workflows with access control, human oversight and measurable value designed in from the start.
Business problems addressed
Policies, case notes and documents are scattered. A knowledge assistant answers questions from authorised sources, with references.
Forms, invoices and records are keyed in by hand. Extraction and classification remove the repetitive work.
General assistants know nothing about your data. MCP connects them to the right tools — with permissions respected.
An opportunity assessment separates valuable use cases from hype, with costs and risks made clear.
Model Context Protocol (MCP) helps AI assistants and agents securely connect to the business tools and information they need, such as document repositories, databases, applications and internal systems.
We build MCP servers that expose only what each user is permitted to see, log what the AI accesses and keep a person in the loop for decisions that matter.
Services & capabilities
Where it helps
Ask questions of internal policies, guides and records.
Assistants that can query approved systems on a user's behalf.
Extract, validate and route information from forms and files.
Surface the right information quickly during customer contact.
Process and categorise operational records consistently.
Automate hand-offs, reminders and routine updates.
Typical deliverables
How an engagement works
Start with a process and a measurable outcome, not a technology.
A focused pilot with real data, clear evaluation and agreed guardrails.
Connect to systems via APIs or MCP, add access control, logging and review steps.
Track quality and usage, refine prompts and retrieval, extend carefully.
Engage us for a single stage or the whole journey. See how we work
Relevant experience
Team experience applying document extraction to scanned invoices as part of an enterprise data migration in manufacturing.
Gained by team members in previous roles — not a direct DebAkint client engagement.
See our workTeam experience in engineering and quality leadership on AI and unstructured-data products in enterprise technology.
Gained by team members in previous roles — not a direct DebAkint client engagement.
See our workTell us about the process you'd like to improve. We'll give you an honest view of what AI can and can't do.
Or email ask@debakint.tech
