Dealer Performance Lab
FIELD FILE 001 · FOUNDING COHORT
Evidence before assertion

What happens after “we have a deal”?

DPL is studying the 20 minutes between a declared-ready deal and the start of F&I. The fieldwork tracks where work actually stalls—deal structure, approvals, paperwork, staffing, customer readiness or ownership—without treating F&I as the automatic cause.

Operating context · F&I workspace after hours
Current inquiry
The 20 Minutes Nobody Owns
Evidence level
Exploratory
Research standard
Methods, limits, and participant protections
CURRENT STUDY

What happens between “we have a deal” and the customer sitting down in F&I?

The visible delay may appear at the F&I door. The conditions that created it may begin much earlier—in deal structure, approvals, paperwork, staffing, customer readiness, or unclear ownership.
The Handoff Observatory · DPL-HO-001
Fieldwork open · Founding cohort
The operating path

One deal. Six transitions. Four signals worth watching.

The Observatory follows the work—not the org chart. It examines where time accumulates, information thins out, rework begins, and ownership becomes unclear before the customer ever reaches the F&I chair.

Live system map · Sales to F&I

The customer experiences one journey. The dealership often manages six.

Fieldwork open
01
Deal ready
The point the store believes the deal can move forward.
02
Packet prepared
Approvals, structure, documents, and context come together.
03
Handoff made
Ownership and usable information move to the next person.
04
Queue entered
The customer waits while capacity and readiness catch up.
05
F&I begins
The next conversation starts under the conditions delivered upstream.
06
Delivery follows
The outcome is recorded—and the lesson should travel back.
This map is the study frame—not a claim that every store operates the same way. Participants document five consecutive live deals using shared definitions so differences remain visible.
Open the field instrument →

Four signals. No performance score.

The goal is to make the operating path discussable—not rank stores, managers, or employees.
01 · Clock

Elapsed time

How long passed between deal-ready and the start of F&I—and where did that time accumulate?

02 · Readiness

First-pass quality

Was the deal usable when it arrived, or did missing information create another loop?

03 · Rework

Return trips

What sent the deal backward: structure, approvals, paperwork, context, or something else?

04 · Ownership

Next-step clarity

At each transition, was it obvious who owned the next action and the customer’s clock?

Fieldwork window
Frame 01 · Awaiting capture
01
Document the work as it actually happens.
Permissioned documentary photography
No customer PII captured
Founding fieldwork

This study begins before the chart exists.

DPL is recruiting operators willing to document five consecutive handoffs, share what changed the clock, and help refine the questions. Photography and quotations are used only with explicit permission.

Five consecutive live deals—not a hand-picked highlight reel.
No customer names, VINs, credit information, or DMS exports.
No public store, manager, or employee ranking.
Study command center · DPL-001
Pre-results · Updated August 21, 2026
The study is open

Fieldwork is open. The record is not yet complete.

DPL-001 is recruiting its founding operator cohort. The question, method, target, and participant protections are public now. Findings, benchmarks, and conclusions remain withheld until the record earns them.

Founding study · DPL-001

The 20 Minutes Nobody Owns

Founding cohort open
25
Founding operator target
125
Consecutive handoff target
Recruiting
Current stage
No findings yet
Evidence status
01
Recruiting
Operators join and align on the field instrument.
02
Fieldwork
Five consecutive handoffs are logged in context.
03
Analysis
Patterns are tested against competing explanations.
04
Operator Brief
Findings, limits, and practical implications are published.

One program. One study. One field instrument. One accountable readout.

The labels are deliberate. They make it clear what is being observed, how it will be collected, and what has not yet been established.
Program · DPL-HO-001
The Handoff Observatory

The durable research program following the work between sales, desk, F&I, and delivery.

Study · DPL-001
The 20 Minutes Nobody Owns

The founding inquiry into what actually happens between “we have a deal” and the next customer conversation.

Instrument · DPL-FI-001
Five-Handoff Field Log

A small, consecutive-sample field instrument built to capture clock, readiness, rework, and ownership.

Deliverable · DPL-OB-001
Operator Brief 001

The eventual readout: findings, counter-evidence, limitations, and what operators can responsibly do next.

Public update log
August 21, 2026 — DPL-FI-001 is open. Founding cohort recruitment is underway. No findings or benchmarks have been published.
External evidence baseline · 2021–2026

What five years of dealership research keeps pointing to.

DPL reviewed publicly accessible reports, study summaries, recurring publication families, and methodology disclosures published from 2021 through August 2026 across ten national automotive sources. The ledger below names a representative publication from each source and the question it helped DPL frame. This is a synthesis, not DPL original research, a dealer ranking, or a universal benchmark.

01 · CUSTOMER JOURNEY

Digital progress matters only when it survives the channel change.

Across the buyer-journey, satisfaction, dealer-perception, and friction research DPL reviewed, continuity repeatedly appeared as a useful operating question: where are customers asked to repeat work, wait without ownership, or restart completed progress? This is DPL’s exploratory synthesis—not a measured finding from any single source.

Dealer moveFind the first reset, repeat, wait, or ownerless transition—not only the last visible complaint.
02 · AFFORDABILITY + FUNDING

Payment pressure changes the operating problem before presentation begins.

Vehicle price, rates, term, trade equity, credit tier, lender policy, inventory, and product eligibility interact. A closeable deal can become fragile when those assumptions remain implicit or arrive late.

Dealer moveSeparate customer need, equity, advance, stipulations, term, and eligibility before assigning the cause to sales or F&I.
03 · PEOPLE + FIXED OPERATIONS

Durable performance depends on capacity, access, and follow-through.

Workforce, service, and operating research reports long hours, turnover, role coverage, scheduling access, communication, and process fragmentation alongside customer and financial outcomes. Those studies do not establish one universal direction of cause, and neither does DPL.

Dealer moveObserve workload, backup ownership, first-pass readiness, appointment access, exceptions, and whether the loop actually closes.
04 · DEALER MODEL + ECONOMICS

The right comparison changes with the dealership.

A one-person independent, BHPH operator, franchise point, specialty retailer, digital store, and multi-rooftop group do not share the same inventory, funding, staffing, service, technology, or ownership economics. Mainstream U.S. automotive findings are directional only for powersports, RV, and marine operations; validate eligibility, financing, claims, seasonality, workflow, and administrator requirements within the category.

Dealer moveHold definitions constant, keep local conditions visible, and reject benchmarks built for a different operating model.
How this changes DPL outputs

Context first. Small observation window. Explicit limits.

  1. Identify the dealership model, customer, inventory, funding, staffing, channel, and decision.
  2. Translate the outside signal into a dealership-specific operating question.
  3. Observe five relevant events using shared definitions before trusting the average.
  4. Separate evidence, inference, eligibility, compliance, and commercial recommendation.
  5. Keep, refine, compare, or change only after the assumptions and disruption threshold are visible.
Review the ten-source evidence ledger

Method note: DPL reviewed accessible public reports, study summaries, recurring publication families, and methodology disclosures dated 2021 through August 2026. Each ledger card names a representative publication; it does not imply that every item in a publisher’s archive was reviewed. Source populations and definitions are not combined into one statistic. Vendor-sponsored findings remain identified by source and are used to frame questions—not to manufacture a DPL benchmark.

DPL research standard
Standard 01 · Version 1.0
How DPL labels evidence

Every conclusion should show its work.

DPL separates what was observed, what was reported, what is inferred, and what has survived comparison—so a useful field signal never has to pretend to be an industry benchmark.

Early DPL work may remain illustrative or exploratory. That is not a weakness when it is labeled plainly and used for the right kind of decision.

01
Field observation

Directly seen, heard, or documented.

A description of what happened in dealership work or in a clearly identified source. Observation can reveal a signal. By itself, it does not prove how often that signal occurs—or what caused it.

02
Exploratory

A pattern worth examining.

An early hypothesis supported by limited observation, cases, or outside research. It may guide a better question or a low-risk test, but it is not presented as a benchmark.

03
Comparative

Definitions held as consistently as possible.

Multiple cases, time periods, or sources are examined on comparable terms. The work shows where the pattern holds, where it changes, and where coverage or definitions remain incomplete.

04
Validated

A finding that has survived a harder test.

The question has clearer definitions, adequate coverage, repeatability checks, and reasonable alternative explanations. Validation is always stated within scope—not treated as a universal guarantee.

What travels with the finding

Every formal research object includes:

A finding should remain understandable after it leaves the page. These fields make the work reviewable, correctable, and useful to an operator who was not in the room when it was produced.

01
Research question and decision context
02
Study ID, version, and date
03
Sample, coverage, and exclusions
04
Definitions, sources, and method
05
Assumptions and alternative explanations
06
Finding and evidence level
07
Limitations and operator application
08
Corrections, revisions, and relevant disclosure
The operating principle

The evidence earns the conclusion. The conclusion does not get to outrun the evidence.

That also means saying “we do not know yet” when the work has not earned a stronger sentence.

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