Pilot on a subset
When it may fit: Benefits are unproven.
Evidence needed: A control group and clear metrics.
Trade-off: A pilot may not scale.
Fleet Intelligence Brief
How to Evaluate Logistics Technology Investments
Software for dispatch, routing and tracking can pay for itself or become shelfware. The test is whether it moves a number that matters, by enough to cover its full cost.
1. The business problem
Will this technology investment pay back, and how would we know?
Logistics technology vendors promise savings in fuel, empty miles, paperwork and service. Some deliver. Others add cost and complexity without moving the underlying economics.
A disciplined evaluation ties each claimed benefit to a measurable number, estimates its value in dollars, and compares it with the full cost, including training and process change.
2. What the evidence can reveal
An evaluation has five parts:
- Calculated Baseline: the current level of each number the technology claims to improve.
- Calculated Value: what a given improvement is worth in dollars per year.
- Calculated Cost: license, implementation, integration, training and the time to adopt.
- Information gap Evidence from comparable users and a pilot, since vendor claims are not independent.
A pilot on a subset of lanes or vehicles gives better evidence than a promise.
3. Investigate the problem
In the synthetic carrier, Calculated the empty-mile share is 16.3%, and each point is worth about $148K of annual profit. A dispatch or load-matching tool that reliably cut empty miles by one point would be worth about that much a year, before implementation cost.
Calculated Fuel is the largest cost line at $5.00M. A routing or driver-coaching tool that cut fuel use by 1% would be worth about $50K a year, an equivalent of the sensitivity to a 1% price change. Illustrative An annual cost of $50,000 for a tool would be covered by about a 1% fuel saving, or by a third of a point of empty miles, if those savings are real.
Hypothesis The most valuable technology is the one aimed at the largest cost or the largest inefficiency, which here is empty miles and fuel. Information gap The demo has no vendor claims or cost quotes. The practical test is to set a measurable target, run a pilot, and compare results with a similar group of vehicles or lanes that did not get the tool.
4. Explore the interactive experience
Investigate it yourself.
Fleet Economics Dashboard: a lane-level dashboard with empty-mile share, a scenario simulator for rate, fuel, miles and empty miles, evidence-linked answers from APIS, and a sample brief, all on synthetic data.
The experience below is built on a synthetic carrier, “Demo Freight Co.,” analyzed by lane. It has no customer-level, vehicle-level or delivery-level records, so lanes are used to show the method. Nothing in it is real.
- In the Scenario tab, the preset cuts empty-mile share by one point and fuel by 1%. Add up the profit effect.
- Compare that with the cost of a hypothetical $50,000 tool.
- Ask APIS how empty miles and fuel affect profit.
5. Evaluate possible solutions
Technology decisions work best as small, measured steps.
6. What leadership should do next
Questions to answer
- Which number will it move?
- How much is that worth?
- What does it cost in total?
- How will we measure success?
Data to gather
- Baselines for each metric
- Vendor quotes
- References from similar carriers
- Pilot design
Steps to take
- Set targets.
- Run a pilot.
- Compare with a control.
- Scale if it pays.
7. Engage Two Pillars
Understand the Economics of Your Fleet
Two Pillars can help carriers, fleet operators, brokers and logistics businesses investigate lane, vehicle, customer, cost and expansion economics using your own data. A good first step is a business case that ties technology benefits to measurable numbers and runs a pilot.
Sources and data notes
- The organization, its figures, and every number in this article and its interactive experience are synthetic and illustrative. They are not real data, a benchmark, or a forecast.
- Reviewed October 2026. This article describes an approach to investigation. It does not replace review by qualified professionals.