Validate Energy Impact of Every Software
and Hardware Change

Public Transport OEM · Software, calibration &
hardware update validation

Bus OEMs lack a way to measure the energy impact of software updates, calibration changes, and hardware modifications across complex vehicle architectures, which can introduce undetected energy drift affecting route capability and operator commitments
Current validation relies on subsystem-level KPIs, missing whole-vehicle energy consequences critical to public transport operations
Changes can introduce 1-8% undetected energy regression that surfaces late-sometimes during certification cycles or after deployment to operators-affecting range, route reliability, and tender compliance

Non-intrusive energy fingerprinting compares any updated build to its previous baseline in real time across all key subsystems (propulsion, HVAC, auxiliaries, doors)
Immediate flagging of energy regression across subsystems, isolating root cause before deployment to validation fleets or production
Continuous energy QA layer throughout development, ensuring every change is validated for energy impact before reaching operators

Rapid verification of energy impact per software or hardware release, eliminating late-stage surprises during certification or field deployment
Prevents regressions from cascading through validation cycles, protecting route range commitments and accelerating time-to-certification
Establishes a continuous "energy QA" checkpoint in development workflows - in-loop validation at every stage from R&D through production
Reduces certification risk, maintains operator confidence, and enables confidence, rapid iteration on software, calibration, and hardware updates

Global electric bus OEM managing frequent software, calibration, and hardware updates across multiple bus platforms and configurations
R&D and validation teams executing rapid iteration cycles with high deployment frequency to meet evolving operator requirements
Critical requirement: catch energy regressions before they impact certification timelines, route capability, or operator satisfaction