The asset, under NDA.

Why this asset.

LouieAuto is an AI-native dealership intelligence platform. 220 modules across CRM, BDC, F&I coaching, lender routing, fraud detection, inventory, compliance, accounting bridge, mobile API, and GL posting. Built by a veteran dealer-group operator with 30+ years on the floor.

The product is not a marketing-grade prototype. It runs live across the operator's stores every business day. The system prompts contain real lender-by-lender playbooks, real desk-management decision trees, and real compliance posture — the kind of knowledge that takes a tech team five years to assemble from scratch and a strategic acquirer can deploy in 30 days.

The Car Guy Whisperer module — an AI desk-manager assistant that recommends specific lenders, structures payment vs. down-payment trade-offs, and produces verbatim customer word tracks — is the moat. It cannot be replicated from training data. It came from writing deals.

Why CDK or any incumbent cannot replicate this in 18 months: lender playbooks are not documentation — they are accumulated pattern recognition across tens of thousands of deal decisions, including which lenders call back on re-draws, which won’t touch open bankruptcy, which will look at 60-month terms when the customer wants 72, and what specific word tracks move a customer off rate and onto payment. That knowledge lives in the system prompts and decision trees in this codebase, built over 30 years on the floor. A tech team can build a chat wrapper in 6 months. They cannot compress 30 years of dealer-lender relationship knowledge into 30 months. That is the 3–5 year replication timeline — and it starts on day one of their build, not day one of their awareness.

The build-vs-buy math.

Every strategic acquirer runs the same internal calculation before engaging: can we build this ourselves, and what would it actually cost? Here is the honest answer.

What the rebuild cost does not include

The code is the cheapest part of this asset. The domain knowledge, the lender relationships, and the production proof are what command the strategic premium. A tech team can write the modules in 18 months. They cannot compress 30 years of floor-level operator knowledge into any timeline.

Strategic value model. BASE CASE — THE ANCHOR

LouieAuto is priced as a strategic tuck-in, not a standalone SaaS. For any acquirer with an existing book of dealer rooftops, the value is the incremental and protected revenue Louie generates on that book — not its own subscription line.

Target acquirer classes & addressable book

• Incumbent DMS vendors — ~15,000 US dealer rooftops
• Mid-market DMS challengers — ~1,500–3,000 rooftops
• Dealer CRM platforms — ~5,000–12,000 rooftops
• Auto-finance lender networks — ~8,000–15,000 dealer touches
• F&I product providers — ~10,000+ dealer touches

Illustrative uplift model (36-month horizon)

The base case is the anchor. All inputs are illustrative and documented in the data room. Real acquirer math uses the acquirer's own book size, attach assumptions, and internal hurdle rate. Alternative monetization paths (levers, BYO-key, stretch attach) are available further down for acquirers who activate distribution aggressively — those are upside to this number, not a replacement for it.

What Louie drives on a dealer's P&L.

Even at Power Dealer's $1,999/mo, the subscription is a fraction of the value Louie creates per rooftop. At Lot Starter's $599/mo, the math is even more compelling. This is why the pricing has headroom and why an acquirer can reprice or performance-share.

Per-rooftop annual uplift (conservative, mid-size franchise, ~100 units/mo)

Value-to-price ratio

Full Stack subscription: $24,000/yr per rooftop. Overlay subscription: $6,000/yr. Dealer P&L uplift: $150K–$400K/yr. Ratio: 6x–67x depending on tier.

Industry benchmark for sticky vertical SaaS is 5–10x. Louie is at or above the ceiling — meaning the subscription has material pricing headroom, and an acquirer can monetize far beyond the current price (see monetization models below).

Acquirer monetization models.

The same attached rooftops can be monetized four different ways. An acquirer chooses the mix based on their go-to-market posture.

Model 1 — Subscription only (today's pricing)

960 rooftops × $24,000/yr = $23.0M incremental ARR. Clean SaaS revenue line. 6x multiple = $138M value unlocked.

Model 2 — Repriced to value (30% of P&L uplift captured)

960 × ($275K avg uplift × 30%) = $79M–$103M ARR. Still 3.3x value-to-price to the dealer. Requires named-customer ROI references to sell at this tier, but the pricing is defensible.

Model 3 — Performance share (20% of verified uplift)

960 × ($275K × 20%) = $53M ARR. Zero-resistance sale: dealer pays only on measured outcomes. Higher CAC discipline required; lower friction in procurement.

Model 4 — Churn defense on acquirer's existing book

Incumbent DMS vendors lose 10–15% of book annually to new entrants. Louie increases stickiness of the underlying DMS (it extends the DMS, doesn't replace it), reducing churn by an estimated 20% of existing rate. On a 12,000-rooftop book at $48K DMS ARR, protected revenue = $13.8M ARR preserved. Often the most valuable leg for defensive acquirers.

Stacked base case (Models 1 + 4)

$36.9M ARR created/protected. At 6x = $221M unlocked. Consideration as a percentage of NPV follows industry benchmarks for vertical AI tuck-ins — detailed in data room.

Live market-intelligence layer.

Louie's moat is not static. Nightly, the platform refreshes its macro-economic knowledge base from public sources, making every dealer answer anchored to current conditions — not stale training data.

Live data sources (refreshed nightly)

All sources public, all pulls time-stamped, all entries auditable in the data room. This is what turns LouieAuto from "static AI" into a platform whose answers reflect this week's market, not last year's training cutoff.

Verify live: GET /api/moat/public returns current entries with source URLs and fetched timestamps.

Industry benchmarks applied.

Every number cited on this page anchors to a public third-party benchmark. These are the references an acquirer's analyst will cross-check.

Comparable transactions.

Public transaction anchors in the automotive software vertical. LouieAuto is positioned as a mid-market strategic tuck-in for any of the incumbent platforms below.

Figures from public disclosures and industry press (Automotive News, Reuters, company press releases). Quorum is the closest recent comparable for a dealer-specific SaaS transaction.

Downside sensitivity.

The strategic-value math on this page uses a mid-case scenario. This section stress-tests the range under pessimistic inputs — what would need to be true for the deal to underperform — and establishes the floor.

Scenario matrix

Even in the "broken" case — 1% attach, 35% below current pricing, multiple compression to 3x — strategic value unlocked remains 27% above the $20M fair-consideration floor on an acquirer's 12,000-rooftop book. The deal does not go negative under any reasonable stress.

What would have to go wrong

The underperformance scenarios are enumerated; each has a mitigation documented in the data room. The central risk is attach-rate velocity, not product or technology risk.

Who this is for.

Brand transferability & white-label path.

The broker audit for this asset flagged "Louie" as a name tied to founder identity. That risk is already mitigated. The platform ships with a complete white-label engine at the Dealer Group tier — a new acquirer can rebrand and redistribute without a single line of code.

B2B2B distribution channel math

The white-label path unlocks a distribution model incumbents cannot replicate quickly. A DMS vendor or dealer group acquirer can deploy LouieAuto’s modules under their own brand across their entire dealer network — without building the AI layer themselves.

The white-label configuration is tested and deployed. The data room includes a rebrand checklist, per-dealer subdomain architecture spec, and a 30-day white-label deployment guide. A new acquirer can be live under their own brand before the ink dries on the definitive agreement.

IP & asset inventory.

A complete inventory of every transferable asset. Everything below is documented, production-live, and ready for diligence review under NDA.

IP chain: single primary contributor, documented assignment, no third-party contributor agreements to unwind. Full IP checklist (trademark, dependency license inventory, contractor assignments) available in the data room under NDA.

What’s in the data room.

Diligence-grade documentation is prepared and ready for scoped access under signed NDA. Each document is a working artifact, not a pitch deck.

The process.

What we are not.

We are not a venture-stage growth play seeking outside capital. We are not running a process for the sake of process. We are not interested in lifestyle bidders or unfunded acquirer-LARPs.

We are an operator-built mid-market software product with a documented exit objective and a willing seller. If your thesis is real and your authority to transact is real, we will move quickly with you.