· Manfredi Miraula · Case Study · 2 min read
30% of support tickets. Gone.
An HR tech company overwhelmed by the same questions every day. We built an AI agent integrated with their systems. Result: ~30% ticket deflection and 24/7 automated support — without hiring anyone.

Every day, the same script. The support team at an HR tech company was receiving dozens of identical tickets: same questions, same answers, same time wasted.
It wasn’t a competence problem. It was a scale problem.
The context
The company manages an HR platform for SMEs. As the number of clients grew, the volume of support requests grew proportionally — but resources didn’t.
The team spent most of their time answering questions that were already documented: how to reset a password, how to export a report, how to configure an integration. Repetitive, low-value work that left no space for the cases that actually needed human attention.
The solution
We built an AI agent integrated directly into the existing infrastructure:
- Knowledge base — we indexed all internal documentation, FAQs and resolved historical tickets
- CRM integration — the agent accesses client context in real time (plan, configuration, ticket history)
- Intelligent escalation — when the agent is uncertain or the case is complex, it passes the ticket to a human operator with a pre-filled context summary
No team replacement. A capacity amplifier.
The results
After the first weeks in production:
- ~30% ticket deflection: almost one ticket in three resolved by the agent without human intervention
- 24/7 support: clients get answers even outside business hours
- Zero additional headcount: growth in request volume required no new hires
- Team freed up: operators focus on the cases that genuinely need a human
The question we leave you with
Where is your team still doing repetitive work that an intelligent system could handle?
You don’t need a million-euro digital transformation. You need to identify the right bottleneck and build something precise around it.
That’s what we do.
Want to explore a similar case for your company? Get in touch.