AI Transparency Document

"Built to assist.
Never to decide."

A complete record of how Louie's AI works, what data it uses, and who stays in control.

Section 01
What data Louie uses

Louie's recommendations draw from six categories of dealership data, all stored locally on your server. No data is sent to a third-party training pipeline. No customer records leave your network.

Customer financial data (SSN, income, credit score) is encrypted AES-256-GCM at rest. It is never passed into AI prompts or sent to any external model.
Section 02
How recommendations are generated

Louie's core intelligence runs locally, on your server, via an on-device Ollama model — nothing about your dealership's data leaves your machine for a routine recommendation. When the local model can't confidently handle a request, it falls back to Anthropic's Claudeclaude-sonnet-4-6 as a structured reasoning engine, still running inside your server process. Neither model retains context between sessions, and neither has access to external systems beyond what is explicitly listed in Section 01.

Each request assembles a context packet before the model is called:

Context packet — assembled per request
  • Store snapshot: current inventory counts, active deal pipeline, and pending follow-ups
  • Role-specific filter: salesperson sees their deals; manager sees store-wide; owner sees all
  • Real-time signals: latest FRED UMCSENT reading + MarketCheck comparable pricing (if relevant to the query)
  • Historical context: trailing 90-day lender approval rates and F&I product penetration for this store
  • User query: the specific question or task submitted by the dealer employee
The model returns structured tool calls (chain-of-thought visible). Louie surfaces the reasoning alongside the recommendation so you can verify the logic before acting. The human reads the output. Louie does not act.
Section 03
Human-in-the-loop controls

Three categories of action require explicit human approval before Louie can proceed. These gates cannot be bypassed through any API call or automation rule.

F&I Dollar
Price Changes
Louie recommends a price adjustment with supporting data. A manager must review and approve before any vehicle price is updated in the system.
Manager Sign-Off Required
📢
Mass Texts / Blast Campaigns
Louie builds the audience and drafts the message. A human reviews the list, copy, and timing before any outbound batch communication is sent.
Blast Approval Required
💬
AI-Drafted Replies
When Louie drafts a text or email reply to a customer, it is presented as a draft. The employee can edit, reject, or approve before it goes out.
Rejection / Edit Allowed
Louie cannot initiate a financial transaction. It can only recommend. Every dollar, every contract, every credit pull — a human authorizes it.
Section 04
Privacy architecture

LouieAuto runs on a private VPS you own or lease. There is no multi-tenant cloud instance. No other dealership's data shares your database, network, or process space.

Section 05
Audit trail

Every recommendation Louie generates is written to an immutable audit log at the time of generation. The log entry captures what data signals were used, what confidence tier was assigned, and what the human ultimately did with the recommendation.

// Recommendation log entry format
{
  "action": "lender_route",
  "module": "f-and-i",
  "signals": ["fico_588", "ltv_112", "term_72", "lender_history_westlake"],
  "confidence": "high",
  "recommendation": "Route to Westlake Financial — 84% approval probability",
  "human_outcome": "accepted",
  "ts": "2026-06-11T14:23:07.881Z",
  "user_role": "finance_manager",
  "dealership_id": "default"
}

All recommendation logs are permanently retained in your local database and included in encrypted backups. They are never deleted by system processes.

Section 06
Data retention

Retention periods follow IRS, CFPB, and state regulatory requirements. All data is stored locally in your encrypted database. You can export any category at any time.

Data Category Retention Period Regulatory Basis
Deal records 7 years IRS Schedule C / state audit requirements
Customer PII Until deletion request FCRA / state privacy law (CCPA, etc.)
AI recommendation logs 3 years FTC Safeguards Rule audit documentation
Credit consent records 25 months ECOA / Reg B adverse action window
Call and text transcripts 3 years TCPA + state recording disclosure laws
Encrypted backups 90-day rolling local FTC Safeguards backup requirement
You own all of it. Export any table as CSV from the admin panel. Backups are encrypted AES-256-GCM and stored locally — no backup data leaves your server without your explicit action.