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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.

01The papers

Two documents, one argument.

The research behind the portfolio. Both live on the AiF&I site and open in a new tab.

Cover of F&I Is Broken. Here's how to fix it.
AiF&I · White paper · 12 pages

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 →
Cover of 2026 Regulatory Update.
AiF&I · Industry brief · 2026

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 →
02Tools and field guides

Working instruments, not brochures.

Interactive tools and field guides from both product sites, each in its own brand.

The AiF&I ROI Calculator.
AiF&I · Interactive tool

The AiF&I ROI Calculator.

Run the platform's economics on your own store's numbers: volume, PVR, staffing, and time per deal. Every assumption is shown and adjustable.

Run the calculator →
One-party consent, state by state.
Argus 360 · Interactive field guide

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 →
Automotive Retail Compliance Exposure.
Argus 360 · Exposure brief

Automotive Retail Compliance Exposure.

The operations leak report: where dealership revenue and compliance quietly leak, sized against the 2026 enforcement record.

Read the brief →
Reading a Report Card.
Argus 360 · Field guide

Reading a Report Card.

A walkthrough of the Argus 360 report card: how findings are graded, what the evidence trail contains, and how to act on the results.

Read the guide →
03Writing from AI Assist

The thesis, in essays.

Three pieces in progress from the parent company. Abstracts below; full essays publishing here.

Essay 01
AI Assist, Inc.

The human at the helm

Why we ship 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 soon
Essay 02
AI Assist, Inc.

Offense and defense: how AiF&I and Argus 360 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 soon
Essay 03
AI Assist, Inc.

Proof over promises: reading the 2026 enforcement wave

Ninety-seven warning letters in one day. A settlement exceeding $78 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

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