The 2026 edition of the Consumer Electronics Show (CES) confirmed what the entire ecosystem had sensed: the car is no longer just a mechanical object, but a software platform in motion, writes Pascal Benarousse, director of development strategy at Linedata.
Between the acceleration of electric vehicles, breakthroughs in autonomy and the rise of Chinese manufacturers, the next generation of mobility is being played out as much in the cloud and AI models as under the hood.
For the automotive loan and financing sector, this shift is not a backdrop: it reshuffles the cards of residual value, risk and financing economic models. In other words, what is changing in Las Vegas or Wuhan is not only about the car, it is silently redefining the very business of financing a vehicle.
The three disruptions that are transforming car financing
The first break is conceptual: the vehicle is no longer a fixed asset with linear depreciation, but an evolving software platform. Software-defined architectures, supported by leading Chinese manufacturers, allow remote updates that activate or degrade key features (driving aids, range, energy performance).
The residual value now depends on a software biography: level of updates, compatibility with standards, maintenance of licences and regulatory compliance. The same model can thus diverge radically in value depending on its connected operation, forcing financiers to integrate the dynamics of the software and paid services ecosystems into their expertise.
The second break concerns use: from individual ownership, electrification and autonomy are propelling towards shared and intensive models (robotaxis, autonomous urban fleets, usage-based subscriptions).
Chinese manufacturers excel in these native vehicles for connected fleets, shifting the field from B2C to B2B and B2B2C. Financiers are now supporting mobility operators whose revenues depend directly on the performance of digital assets.
Traditional leasing gives way to hybrid contracts separating hardware and software services, with revenue sharing mechanisms indexed to actual use: the financier becomes the co-architect of the economic models of future mobility.
The third break strikes at the heart of the business: risk management. Widespread connectivity and telemetry (mileage, trip profiles, charge cycles, battery behavior, maintenance alerts) provide a near real-time view of the asset.
Funding moves from a one-off evaluation at award to continuous management, throughout the contract. This refines the calibration of the residual value to the operating reality.
This allows for dynamic adjustments in conditions and transforms the funder into an operational partner, optimising utilisation rates, reducing downtime and informing renewal scenarios. In a competitive market, this data-driven mastery distinguishes commodity finance from high value-added finance.
Empowering financing in a software-first era
Faced with these profound transformations, the ability of financing players to adapt is based above all on their technological base. In a world where the vehicle becomes a scalable, connected and data-driven asset, legacy information systems, designed to manage static loans and linear lifecycles, are quickly showing their limits.
This is precisely where business solution providers play a key role. They must support financial institutions in the transition to models capable of integrating the increasing complexity of modern vehicles. This requires platforms that know how to manage hybrid contracts, unbundle hardware and services, model more dynamic residual value scenarios and securely integrate operational data flows from vehicles or fleets.
Beyond the tools, the challenge is that of management. The solutions must make it possible to move from a one-off decision logic to a dynamic risk management logic, by using data to refine economic hypotheses, anticipate usage drifts, adjust financing structures and support customers in their trade-offs. This capability is particularly critical for new B2B and B2B2C models related to electric and autonomous fleets, where financial performance is directly dependent on the operational operation of assets.
Finally, in a rapidly recomposing ecosystem, marked by the arrival of new manufacturers, particularly Chinese, and by the acceleration of software innovation, flexibility is becoming a strategic advantage. By relying on open and scalable architectures, banking publishers enable financiers to adapt more quickly to technological, regulatory and economic changes, without calling into question their entire application chain.
What CES shows, beyond the showcase effects, is an increasingly electric, autonomous, software-driven mobility driven by new entrants that are particularly offensive, particularly in China.
But once the vehicle becomes a mobile software platform, car financing becomes an exercise in balancing technology, data and risk management. By empowering industry players to understand, model and manage this new reality, publishers must position themselves as key partners in the transformation of mobility financing, at the same time as market leadership lines are being redrawn.
Author: Pascal Benarousse, director of development strategy, Linedata
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