Inconsistent Emissions Calculations
Emissions figures were produced manually and inconsistently, making it hard to trust or compare numbers across shipments and carriers.
Freight brokerages are increasingly asked to report the carbon footprint of the shipments they move, but few have a consistent way to calculate it. We designed and built, from a blank slate, an MVP that estimates and reports transportation emissions by shipment, route, carrier, or vehicle.
When a customer, regulator or partner asks for an emissions figure, many logistics businesses assemble it by hand from whatever shipment and route data they can find. That approach doesn't scale and is hard to defend when questioned, since the same shipment can produce a different number depending on who calculated it.
This MVP applies a consistent estimation approach to shipment, route, carrier and vehicle data, so emissions figures can be generated and reported the same way every time, rather than being recalculated from scratch for each request.
Emissions figures were produced manually and inconsistently, making it hard to trust or compare numbers across shipments and carriers.
Even when an estimate was produced, there was no structured way to present it by shipment, route, carrier, or vehicle for reporting purposes.
No prior emissions tool existed to build on, so the calculation approach and reporting structure needed to be defined from the ground up.
A focused tool for estimating and reporting transportation emissions consistently across shipments, routes, carriers and vehicles.
Teams can see an emissions estimate for an individual shipment, supporting per-order sustainability questions from customers.
Emissions can be viewed by route, helping identify which lanes contribute the most to the overall footprint.
Emissions figures can be compared across carriers, supporting more informed carrier selection conversations.
Emissions can be attributed to specific vehicles, giving fleet teams a clearer picture of which assets carry the highest footprint.
The same calculation approach is applied every time, so figures produced for different requests remain comparable and defensible.
Compliance and account teams can generate a structured emissions report instead of recreating one manually for each request.
We framed exactly what needed to be estimated and reported — emissions by shipment, route, carrier and vehicle — and what was out of scope.
We defined a consistent calculation model based on the shipment and route data the business already had available.
We structured the reporting views by shipment, route, carrier and vehicle so figures could be viewed from any of those angles.
Sample shipment data was run through the calculation approach to check consistency before wider use.
The MVP was published as a working tool ready to generate reporting-ready emissions figures.
A number is only useful if it's calculated the same way every time — consistency comes before precision.
A consistent calculation approach was built to turn shipment, route and vehicle data into emissions estimates.
Reporting views were built to slice emissions data by shipment, route, carrier, or vehicle from the same underlying model.
Reports can be generated in a structured format suited to sharing with customers or compliance stakeholders.
× Emissions estimated differently each time
× No shipment, route, carrier, or vehicle breakdown
× No structured reporting output
× No dedicated tool existed at all
✓ Consistent estimation method applied every time
✓ Emissions viewable by shipment, route, carrier or vehicle
✓ Structured, reporting-ready output
✓ A working greenfield MVP ready for real data
Calculate it consistently. Report it with confidence.
This tool was not adapted from a broader sustainability platform — it was scoped and built as a focused product for one job: turning shipment and route data into defensible emissions figures. The result is an MVP that gives freight and compliance teams a repeatable way to answer emissions questions.
"An emissions figure is only credible if it was calculated the same way as the last one — build the consistency before you build the dashboard.
"
Bring us your shipment and route data. MVPHUB can help you scope a focused MVP that turns it into consistent, reportable emissions figures.
AI-accelerated. Expert-verified. Built around the outcome your first release needs to prove.