---
title: "Cross-Border Logistics ETA | AimRank"
url: https://www.aimrank.io/products/logistics-eta/
description: "Honest ETAs with confidence ranges for cross-border freight - including customs reality, not a naive average. AI prototype from €1,990."
language: en
updated: 2026-10-09
---

[Products · #19 · Operations & Forecasting](https://www.aimrank.io/products/)

TIER B BLUEPRINT

# Cross-Border Logistics ETA

Honest ETAs with confidence ranges for cross-border freight - including customs reality, not a naive average.

scaffold from **€1,990**

## How it works

01

### Learn your lanes

Segment-level history from your TMS and telematics - borders, hubs, ferries - per carrier and weekday, not one blended average.

02

### Model the ugly parts

Customs queues from live and historical data, driver-rest rules (EC 561/2006), ferry slots. Cross-border ETAs break exactly here.

03

### Quote a window, not a wish

P10-P90 at booking; the window narrows as milestones pass. Customer promises are made at P80 - a number we stand behind.

04

### Tell the customer first

Proactive notifications when risk shifts. Calibration is public to you: how often reality landed inside the promised window, monthly.

## Methodology reference

The published method this build is based on, and what it did in production.

**DoorDash** serves 2B+ orders a year with ETAs delivered as calibrated probability distributions, not point guesses.

Probabilistic ETA · as reported by [DoorDash ↗](https://careersatdoordash.com/blog/improving-etas-with-multi-task-models-deep-learning-and-probabilistic-forecasts/)

Referenced for methodology only. AimRank is not affiliated with, endorsed by, or a customer of these companies; each links to its own public source. Sources last checked September 2026.

## The Four Guarantees™ - this build

The scaffold wires all four in. The PoC proves them on your data, as of that day. Only Implementation keeps them true over time: watched, drift-checked, with recourse.

### Measured value

\~30% cut in status-chasing calls and emails at reference volume; eval gate: window coverage backtested on your lane history before ship.

### Defensible

Every ETA logs its inputs - segment times, queue data, rest constraints. No fabricated precision; the window width is visible, never hidden.

### Self-improving

Calibration monitored monthly - P80 promises must land \~80% of the time; lane models re-fit as carriers and routes change; stale feeds flagged.

### Yours & everywhere

Wired to your TMS and telematics, full source. MCP endpoint - your customer portal and ops copilots read ETAs directly.

## The number, sized honestly

Reference buyer: Lithuanian freight forwarder or 3PL - cross-border EU lanes, 500-3,000 shipments per month, ops team drowning in "kur mano krovinys?" calls.

**\~30%** fewer status-chasing calls - the agreed number (conservative)

**P80** promise level - calibration tracked and reported monthly

**100%** of ETAs logged with their inputs

**\~3 mo** payback at the PoC price, reference volume

## Three ways to own it

| Tier | What you get | Price | |
| ---------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------- | |
| **Scaffolding** ★ | The full repo - lane-segment models, customs-queue module, rest-rule engine, calibration harness, MCP server. Reference run on public logistics data. | **€1,990** | |
| **PoC** ★★RECOMMENDED | Lane models trained on your TMS history - window coverage and calibration backtested on your real shipments. Code + quality report yours. No guarantee until your lanes prove it. | from**€6,000** | |
| **Implementation** ★★★ | Production: live ETAs with customer notifications, calibration monitoring (P80 must land \~80%), lane-model maintenance, monthly savings report - the agreed number (conservative) attaches here. | from **€18,000**\+ from €900/month assurance | |

★ = engagement depth. **PoC is the recommended path**: quality proven on your data before production money. The PoC carries no performance guarantee by design; the agreed number (conservative) attaches at Implementation, informed by the PoC report.

## What we don't promise

**An honest ETA is a range, not a wish.** We won't quote a single magic hour - we quote a window and the probability we stand behind it, and we track how often reality lands inside (that number lives on your dashboard, not in our marketing). Customs queues are modeled from live and historical data, but a surprise inspection is still a surprise - the system's job is to tell your customer six hours earlier, not to pretend it can't happen.

## Ready to see your own number?

Request the build: within 48h you get a personal reply with the value sized to your volume.

No commitment · reply within 48h · your data stays in the EU