What do misrouted support emails actually cost in first response time?

A queue too big to work in order, worked from both ends at once so somebody could grab from the middle.

At a multibillion-dollar third-party logistics provider, support emails that had to be moved between teams added about nine business hours to the first response. InstaLILY agents took over triage at the end of 2025, classifying each email on arrival. Four months in, routing cycle time was down roughly ninety-eight percent and throughput per person had more than tripled.

Industry

Third-party logistics

Who uses it

Support operations

What it does

Support email triage and routing

Measured

Four months post-launch, early 2026

Every morning a support operations manager and his team opened a queue of roughly 250 cases and started sorting. They worked it from both ends at once. "I have people working on the top and the bottom," he said, "so I can grab from the middle."

The queue was too big to work in order. Requests arrived all night, because nobody stops shipping freight, and each one had to be read, understood and pushed to whichever of dozens of internal teams could actually handle it.

Roughly sixteen thousand emails a month land in the company's general support inboxes, and almost none arrive in a usable format. Carriers send whatever they want. Customers reference a bill of lading, or a tracking number, or nothing at all.

"There's a lot of key indicators that we're doing a little bit of detective work on," said another operating lead, "to try to figure out what we can do to match these up."

Every case needs four things assigned before the system can move it: the customer, the line of business, a type and a subtype. Get them right and the CRM routes automatically. Get them wrong, or leave them blank, and the case sits.

The cost of the sorting was not the sorting. It was the delay.

Nine hours, added to every misdirected request, at a company whose customers are calling because something has already gone wrong.

InstaLILY agents took over the triage at the end of 2025. The system reads each incoming email, identifies the account, classifies the request and drops it into the right queue at the moment it arrives, trained on five years of the company's own routing decisions. Humans handle only the cases it flags.

Four months in, routing cycle time was down roughly ninety-eight percent. The system was handling more than three thousand cases a day, and throughput per person had more than tripled.

"When we would come in in the mornings, we would have up to 60 cases that were unassigned," the senior director said. "With InstaLILY's agents we make sure that all cases are resolved."

Which produced a problem the company had not fully planned for.

"We feel great about being at the 60%," said the vice president of operations. "So great that we've started to reduce resources that were on that team. That's been part of our goal here, obviously. But now, I'll just say it kind of bluntly, I feel as though I'm playing a little bit without a net."

He was not asking to slow down. He was asking what happens if it stops.

"Now it's real," he said, "because I've lost the resources."

The two companies spent the next hour writing a service level agreement: escalation paths, severity tiers, contingency plans for reverting to manual work. It is the conversation you only get to have after the technology has worked well enough to remove the fallback.