Evidence, not adjectives.
Everything the family publishes carries a source. The library below collects the research, tools, and field guides from across the AI Assist portfolio, plus the company's own writing.
Two documents, one place to start.
The research behind the portfolio. Both live on the AiF&I site and open in a new tab.
F&I Is Broken. Here's how to fix it.
The founders' account of the room that earns a third of dealership profit, why its workflow fractured, and what one platform changes. Gated download.
Get the white paper →
2026 Regulatory Update.
What changed after the enforcement wave, which rules now bind, and why executives are being named personally in complaints. Built for operators, not lawyers.
Read the brief →Working instruments, not brochures.
A field guide and an interactive map from the Argus360 site.
One-party consent, state by state.
An interactive map of call-recording consent law across the states, built for dealer principals who want their audits done lawfully by design.
Open the map →
Reading a Report Card.
A walkthrough of the Argus360 report card: how findings are graded, what the evidence trail contains, and how to act on the results.
Read the guide →What we're working on.
Three pieces from the parent company. Short summaries below, with the full versions publishing here.
The human at the helm
Why we build AI that advises instead of decides, and how that one constraint shapes every product decision at AI Assist, from the F&I office to the audit report. The distinction between a human in the loop and a human at the helm is not semantic. It determines who is accountable, who improves, and who the customer is actually dealing with.
Publishing soonOffense and defense: how AiF&I and Argus360 fit together
One family, two directions. An operating platform working inside the store and an independent audit layer watching from outside it would seem to pull against each other. In practice they close a loop: the audit finds where words and process drift from policy, and the platform gives the team the tools to fix it inside the deal flow itself.
Publishing soonProof over promises: reading the 2026 enforcement wave
Ninety-seven warning letters in one day. One settlement carrying a $3.1 million civil penalty plus full refunds to consumers who were charged more than $75 million. Executives named personally in complaints. The 2026 enforcement record is reshaping how dealerships buy technology, and it rewards one thing above all: the ability to prove what was actually said and done.
Publishing soon