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Case Study · Logistics & Freight Montevideo, Uruguay · 60 staff

A freight operator drowning in dispatch paperwork — rebuilt around its hand-offs.

Every truck that left the yard generated a paper trail three departments had to re-key by hand. The company didn't have a software problem. It had an operational one.

~1,100
hours / month recovered
3
departments rebuilt
5 mo
to live framework
1
source of truth
The Situation

The bottleneck everyone had stopped noticing.

Dispatch, billing, and customer service each kept their own version of the truth. A single delivery was entered by hand four times, and when the numbers disagreed — which was often — someone spent an afternoon reconciling them. Leadership assumed this was just the cost of doing logistics.

They had bought a CRM and a spreadsheet-automation tool the year before. Both sat unused. Nobody had time to configure them, and nobody was sure they'd fit how the work actually flowed.

Phase 0 — Entry Point

We started where the team already was.

We set up Claude for the dispatch and billing staff — drafting customer updates, summarizing delivery exceptions, answering routine questions. Useful on day one. But the real value was underneath: over the first weeks we watched what people actually asked for, and where the same information got re-entered.

The pattern was unmistakable within a month. The problem wasn't any one department — it was the hand-off between them.

Phase 1 — The Framework

A methodology built only for how freight moves through their yard.

We didn't install Kanban or a logistics template. We built an original operational framework around a single principle: a delivery is entered once, and every downstream step reads from that record. The automation audit identified exactly where a person was adding no judgment — only transcription — and those points became automated hand-offs.

Change management was designed in from the first week: the people who'd been reconciling numbers by hand helped shape the new flow, so it launched with their buy-in instead of their resistance.

In Their Words

"We thought we needed better software. What we needed was to be shown how our own operation actually worked.Operations Director · Freight Operator, Montevideo

Phases 2 & 3 — Live & Ongoing

Adoption that stuck — and a partner who stayed.

We rolled the framework out department by department, with hands-on mentorship in each team's real daily context. Within five months the double-entry was gone and reconciliation afternoons disappeared — roughly 1,100 hours a month returned to the operation.

We still run monthly check-ins, adjusting the framework as new routes and clients come on. Leadership, for the first time, has one live picture of the operation instead of three conflicting ones.

One Conversation

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