Ebook · Venkata Abhijith M

Behind the Ticket: What AI Fixed, and What It Didn't

What AI changed in technical support, and what it didn't. Lessons from a support manager who moved their team to AI.

What you'll find inside

Seven chapters on what happened when a support team brought AI into its workflow.

01
The Broken Model:
Why a webhook ticket took five days and three handoffs when the fix took eleven minutes, and the three gaps behind it.
02
The Transition:
How an internal tool called SupportAI proved itself behind the scenes before any customer saw it, and why it stalled at 8%.
03
Building the Knowledge Layer:
Why changing models stops helping after a point, and what actually counts as knowledge.
04
Where AI Actually Helps:
Triage, deflection and agent assist, with six months of Zoona data on involvement, resolution and handover.
05
Where AI Fails (and Humans Must Win):
The moments a human should take over, and why the bot's correct answer isn't always enough.
06
From Support to Revenue:
How dividing work between AI and humans turns support into a premium tier customers pay for.

~5x

AI-involved conversations grew from 219 in January to 1.1K in April, while total volume fell slightly.

30–40%

The share of conversations Zoona resolved on its own for most of the year, which freed the team for the hard ones.

That's a sample. The full ebook has the rest.