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The portfolio

Two products. One thesis.

AI Assist builds AI products that amplify the professionals who run dealerships and protect the customers they serve. Every product starts from the same constraint: the technology does the heavy lifting, and the person steers. What follows is how that plays out in two very different rooms.

AI Assist
Parent company
What both are built on Founded and run by dealership operators The system advises. The person decides. Every claim carries proof
02How they fit together

One store, seen from both sides.

AiF&I plays offense.

It lives inside the store, in the hands of the F&I manager. It makes deals faster, keeps compliance in the workflow instead of after it, and helps the professional present the right products for the customer across the desk. Its success is measured in productivity and profit per vehicle.

Argus 360 plays defense.

It stands outside the store and looks in, the way a customer or a regulator would. It documents what was actually said, grades it, and hands the dealer principal proof. Its success is measured in problems caught early and revenue recovered honestly.

A store running both has a working feedback loop.

01

Argus 360 finds the drift. The audit shows where words and process drift from policy, with the proof attached.

02

AiF&I fixes it in the flow. The team gets the tools to correct it inside the deal flow itself, not in a memo after the fact.

03

The standard holds. The loop repeats, and AI Assist sets the standard both products are held to.