Just Now Possible

Turning Vendor Chaos into Answers: How Xelix Built an AI Helpdesk

Just Now Possible

Show Notes

Accounts payable inboxes can see 1,000+ vendor emails a day. Xelix's new Helpdesk turns that chaos into structured tickets, enriched with ERP data, and pre-drafted replies—complete with confidence scores.

In this episode, Claire Smid (AI Engineer), Emilija Gransaull (Back-End Tech Lead), and **Talal A.** (Product Manager) walk us through how they scoped the problem, prototyped with “daily slices” (Carpaccio-style), and built a retrieval-first pipeline that matches vendors, links invoices, and drafts accurate responses—before a human ever clicks “send.” We dig into tricky bits like vendor identity matching, Outlook threading, UX pivots from “inbox clone” to ticket-first views, and the metrics that prove real impact (handling time, stickiness, auto-closed spam). We close with what’s next: targeted generation, multiple specialized responders, and more agentic routing.

More from Just Now Possible

Oct 15, 2026

What does it take to build an AI voice agent that people will talk to for 44 minutes about their own blind spots? Your360 AI found out, one call at a time.

Oct 1, 2026

What happens when you hand your opportunity solution tree to an AI? Vistaly rebuilt its entire product to find out—and the agents were the easy part.

Sep 17, 2026

What does it take to build an AI app builder specifically for product managers—not engineers—inside an already crowded market?

Jul 23, 2026

How do you build trustworthy AI diagnostic tools in one of medicine's most historically under-researched areas?

Jul 9, 2026

What does it take to reinvent a 14-year-old company—not once, but twice?

See all episodes →