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Customers/Polonia Air · last-mile logistics

How Polonia Air
dispatched Black Friday
with a frozen headcount.

A 9-city last-mile carrier replaced its seasonal dispatch hiring with a Calistro voice agent that speaks the drivers' languages. Same SLAs, 14× the call volume, no overtime.
See the logistics template →
Industry
Last-mile logistics
HQ
Warsaw · 9 cities
Fleet
2,400 drivers · multi-lang
On Calistro since
Sep 2025
Plan
Scale · €5.4k / mo
Results

Four numbers from the first 90 days.

14×
dispatch throughput at peak
vs Sep baseline
93%
driver pickup rate
within 8s, in driver language
−68%
missed-delivery rework cost
fewer re-attempts
€280k
avoided seasonal hiring
Oct–Dec 2025
Contents
i.The problemii.What we builtiii.Implementationiv.In productionv.What's next
Quoted
AŁ
Aleksandra Łuczak
COO · Polonia Air

i. The problemA peak week that broke a 90-day plan every September.

Polonia Air dispatches 240k last-mile parcels a day across nine cities in Poland. For ten months of the year, two dozen dispatchers manage the line — calling drivers when traffic moves, calling recipients when doors don't open, escalating to supervisors when a route falls apart.

Then Black Friday arrives. Volume goes 14× overnight. Every September, the operations team would start hiring and training seasonal dispatchers — a three-month process that delivered most of its value after peak ended. The on-call dispatchers spent the first week on hold; by the second, drivers had stopped picking up unknown numbers.

“In a normal week we move two hundred and forty thousand parcels. In peak week, we move three million. We had a six-week window to find, train and keep a hundred dispatchers, and we missed every year.”

— Aleksandra Łuczak · COO

ii. What we builtOne Calistro agent. Three languages. Wired to the dispatch DB.

We cloned the Jakub template into Polonia Air's workspace, swapped the voice to a Ukrainian-accent neural model (60% of their drivers are Ukrainian-speaking), and wired three tool calls into their existing dispatch system. From kickoff to a working test number was four days.

↳ The 4-tool wiring
route.fetch → returns current route, next stop, ETA
route.reassign → swaps a stop in the running sequence
sms.recipientUpdate → notifies the receiving end of new ETA
transfer.dispatcher → warm hand-off if sentiment drops

iii. ImplementationSix weeks, end to end.

Week 1↳Kickoff · audit existing dispatch flow · pick first city (Łódź)
Week 2↳Wire route.fetch + route.reassign · 200-call shadow test in staging
Week 3↳Add Ukrainian voice clone · driver-side UX (callback button in app)
Week 4↳Add recipient-side SMS · 1,000-call pilot in Łódź · NPS +18
Week 5↳Roll to 4 more cities · 60k calls / day · zero P1 incidents
Week 6↳Roll to all 9 cities · supervisor dashboard live · KPI gate cleared

iv. In productionHow peak week actually went.

On the busiest day of 2025 — November 28th — Polonia Air's Calistro agent answered 92,118 driver calls and 41,840 recipient calls. Median driver call: 1:18. Driver pickup rate: 93%. Zero escalations to supervisors that weren't already in the escalation tree.

For context, the dispatch team handled 24,200 calls in the same window the previous year — and three supervisors stayed on shift overnight.

“The thing I didn't expect was the morale change in dispatch. Our humans spent the week on the calls that actually needed humans. They went home on time. Two of them sent me a photo from a restaurant on Black Friday evening.”

— Aleksandra Łuczak · COO

v. What's nextRecipient-side, returns, and a German pilot.

Polonia Air is rolling Calistro into recipient-side calls (the "where's my parcel" inbound) and returns (the "I want to send it back" call that today goes to a 12-FTE BPO). A German-language pilot starts in Berlin in May 2026 — a Calistro Berlin number, a German neural voice, and exactly the same dispatch wiring.

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in your dispatch system?

Type your number. A Calistro engineer will call back in 15 seconds with a working test agent already pointed at our staging dispatch DB. Nothing to install.

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