Support headcount was growing faster than revenue
Veyra's support queue grew with every new customer. Eighty per cent of tickets were the same six questions, but each one still needed a human to read the account, check the billing record and write a reply.
The plan on the table was to double the support team. We proposed resolving the repeatable ones instead.
An agent that answers, and knows when not to
We built a triage agent inside the existing helpdesk. It reads the ticket, pulls the account and billing context, and answers directly when it can cite a policy or a record. Anything ambiguous routes to a human with the context already attached.
The threshold is tunable and observable: every routing decision is logged with its confidence and its evidence, so the team can see exactly why a ticket went where it went.
The queue stopped growing with the customer count
Measured across 90 days in production against the previous quarter, from Veyra's helpdesk export.
In their words
“We were about to hire six people. Instead the queue shrank and the team spends its day on the tickets that actually need a person.”
What we would do next
Proactive outreach: the same context layer can spot accounts heading for a problem before they write in. Scoped at $30K to $50K, 6 weeks.
Nothing here is committed. It is the honest answer to the question the client asked at handover, and the estimate we gave for it.
Team on this project
The same people who scoped it built it. No handover to a delivery pod.
Related work
Questions about this project
Anything below the confidence threshold routes to a human by default, and every answer is reviewable. Agents never take a destructive action — refunds and cancellations always need a person.
It moved from 4.4 to 4.5 out of 5. Faster answers on the simple tickets offset the cases that still need a human.
It ran inside Zendesk here. The pattern works with any helpdesk that exposes an API — Intercom, Front, HubSpot and Freshdesk are all straightforward.
Veyra passed payback in month five on ticket cost alone, before counting the hires they did not make.