From AI hype to operational value

AI is high on the agenda across automotive finance. We wanted to know what's really happening beneath the surface.

We spoke with leaders across captives and leasing companies, combined their insights with the latest industry data, and wrote it up plainly without the hype.

Real conversations. One honest snapshot.

” We already have AI use cases live in production, including OCR solutions and automated decisioning engines for financing and scoring. These are not pilots but operational systems. “
EU Leasing Company, interviewed Q1 2026
What's ahead

Where AI is likely to scale first.

Our research points to a clear pattern: the use cases that scale fastest share two qualities.

They're highly repeatable across customers, and they sit close to the contract and customer journey where the data already exists.

That's where the early wins are.

The report maps the full opportunity. Here's the framework.

Four decisions that separate the scalers from the rest.

It’s rarely about budget or headcount. Across our conversations, the same four structural choices came up again and again.

1: Data before use cases

The organizations making real progress treated data infrastructure as the starting point, not a parallel workstream. Before a single model was deployed, the foundations were already in place.

2: Dedicated AI capacity

Not a task force, not borrowed IT resources. A permanent function with its own reporting lines and the institutional knowledge to move use cases from pilot to production.

3: Value accountability from day one

Every use case mapped to a business outcome before it was built. No measurement meant no case to scale and no way to justify the next investment.

4: Governance built in, not bolted on

Ownership structures and approval processes defined before scaling began. The organizations that got this right moved faster because the path to production was already clear.

Read the full report

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Why we wrote this

SOFICO builds Miles, the contract management platform behind more than five million automotive finance and leasing contracts worldwide. Our customers sit on the operational data layer that this report argues is the real differentiator for AI in this industry.

We see what’s working across more than 40 brands and 30 countries. This report is our attempt to share what we’re seeing, in the same direct way we’d share it with a customer.

At SOFICO, we believe AI only scales on a trusted operational core. This report is our contribution to an honest industry conversation.