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Automotive AI agent · F&I compliance

F&I Deal-Jacket Compliance AI Agent

Assemble the deal jacket, test it against the rules in force for that state and that deal type, and track the notice clocks. The F&I manager signs, sends and decides.

Typical delivery
4–6 weeks
Deployment
Your stack
F&I sign-off
Pre-signature
After launch
Agent Care

What this agent does

Checks the jacket against what survived

In

  1. 01

    An application is taken, and the clock in 12 CFR 1002.9(a)(1) is dated from completeness, not the keystroke.

  2. 02

    A deal is desked, and the state, the deal type and the lenders it went to fix which rule set applies.

Reason

  1. 03

    A decline comes back, and the reason is drawn from what was relied on, not from the lender's code.

  2. 04

    A counteroffer is papered, and the separate 90-day tail beside the 30-day clock is queued with it.

  3. 05

    A used unit is delivered, and the Buyers Guide box is read against the contract under 16 CFR 455.3.

Decide

  1. 06

    A cash payment lands, and reportable amounts aggregate per customer against the 15-day Form 8300 clock.

  2. 07

    A notification event is discovered, and the 30-day clock at 16 CFR 314.4(j) runs from the first day known.

Out

  1. 08

    A jacket closes, and the documents, the rule version tested and the manager's decision are kept together.

  2. 09

    Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

The agent checks the jacket; the F&I manager signs, sends and files — and is the person an FTC or state action names.

Example workflow

One deal, application to sign-off

  1. 1Application receivedCredit application, desking record, lender submissions and the delivery date
  2. 2Jacket assembledDisclosures, Buyers Guide, contract terms and lender responses, each with its source
  3. 3Requirements resolvedState, deal type, notice duties, clocks and confidence
  4. 4Controls appliedCompleteness checks, clock checks, specific-reason checks and confidence threshold

No human action required

Stages 1 to 4 run unaided, and nothing is signed or sent at any of them — the agent is checking, and the manager's lane opens at the confidence gate.

5DecisionSplits at the confidence threshold
High confidence

Goes to the F&I manager to sign.

Low confidence

Adds a compliance-officer read first.

Manager sign-off

The jacket is held with its gaps, the rule cited and the confidence.

Approve · Correct · Send to compliance

Approved — returned to the deal

  1. 6DMS and lender systems updatedOnly where write access and approval policy allow it
  2. 7Outcome evaluatedNotice timeliness, correction volume, gap outcomes and post-delivery findings

Corrections

Corrections made in review are counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required

8 items

  • Making the credit decision or setting the rate.
    • Signing or sending the adverse-action notice.
    • Signing the retail installment contract.
    • Signing and filing Form 8300.

  • Automation boundary

    Agent acts unaided

    • ✓Assemble the deal jacket from the systems it already lives in.
    • ✓Check completeness against the rule set in force for that deal.
    • ✓Track the notice and filing clocks, and date what each.
    • ✓Flag gaps for the F&I manager, and hold the jacket.

    Any write happens inside the boundaries agreed at implementation, never ahead of the manager.

    • Signing the annual Safeguards report to the board.
    • Deciding what a customer is charged for an add-on.
    • Deciding whether the 16 CFR 314.6 exception applies.
  • Changes to the rule set, clocks or approval thresholds.

Example output

One adverse-action notice, annotated

Everything the agent flags is attached to the document it was read from.

Jacket-check output · single deal

Illustrative example
Deal
Declined, five lenders
Gap found
Notice not sent, and the file does not name which creditor owes it
Clock
Day 22 of 30
Rule tested
12 CFR 1002.9(g)
Confidence
91%
Owner
F&I manager named on the jacket

As received

Read from the deal jacket and the lender responses on file — nothing on this side is asserted by the agent.

Documents used

  • Credit application
  • Five lender responses
  • Delivery paperwork

Why this is a gap

The deal went to more than one creditor, and no notice is recorded against any of them.

What the score decides

Below the configured threshold the jacket picks up a compliance read before it.

Action

ApproveCorrectSend to compliance

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value lands

Value 01 – 04

All deals

From the deal jacket

03Checking

Apply the rules in force

Use the rule set for that state, that deal type and the lenders the deal was sent to.

01Approved path

A rule went, the duty stayed

16 CFR part 463 went on 12 February 2026; the duties that outlived it did not.

02Human review

Send review to the risky jackets

Gaps and low-confidence checks are marked, so the manager's read starts where exposure concentrates.

04

Build an evidence trail

The disclosure, the regulation it was tested against and the manager who sent it stay on the jacket.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

  • DMS and desking

    • CDK
    • Reynolds
    • Tekion
    • Dealertrack
    • RouteOne

  • Lender and credit

    • Credit bureaus
    • decisions
    • Adverse-action delivery

  • Documents and forms

    • eContracting
    • Buyers Guide
    • Form 8300
    • IRS filing

Agent

F&I deal-jacket compliance

  • Reads the jacket
  • Checks the rules
  • Holds for sign-off

  • Products and admin

    • GAP
    • service contracts
    • Cancellations
    • refunds

  • Observability & evaluation

    • OpenTelemetry
    • Langfuse
    • Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six checks between the model and the notice

Six checks, each folded into the next. What passes all six is written into the map below this.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modePull the agent back to jacket checking when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, rule-set and clock-configuration changes.Track
L4TraceabilityRecord the documents, the rule version, the gaps, the corrections and the sign-off time.Record
L3Manager sign-offHold jackets for the named manager; it governs release, not whether a signed notice is right.Gate
L2Policy guardrailsTest jackets against the configured rule set and clocks; a failure returns the jacket unchecked.Restrict
L1Confidence thresholdsRoute low-confidence jackets to a compliance read before the manager sees them.Require review
Model coreCheck produced — gaps found, the rule cited, the clock and confidence
L1 – L2
Test whether a jacket may close
L3
Puts the sign-off in a manager's hands
L4 – L5
Keep the disclosure and the regulation behind it
L6
Reverts to jacket checking when signals degrade

How Nestack evaluates it

Evaluate the whole jacket check — not only the gap that was reported.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the notice the customer receives

  1. E1Final-output evaluationDid each flagged gap match the rule it was tested against?
  2. E2Step-level evaluationDid the agent use the right jacket, state rule set and version?
  3. E3Tool evaluationDid it read the correct deal and the correct document?
  4. E4Confidence calibrationDo low-confidence jackets actually attract more corrections?
  5. E5Slice evaluationHow does performance change across specific deal types?
  6. E6Business outcomeHow many jackets needed a correction or a late notice after delivery?

Floor — the outcome the store answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, set at the stage where each one starts.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • FQ-03

      Stale rule version

      The jacket is checked against a superseded state rule set.

    Stage gathers

    Application, contract, lender answers and rule sets

  2. 02 · Reasoning

    2 modes

    • FQ-04

      Generic decline reason

      A lender decline code is restated as the reason relied on.

    • FQ-06

      Clock started late

      The 30-day clock is dated from the keyed application.

    Stage proposes

    Gaps found, the rule cited, clock and confidence

  3. 03 · Tool / write

    2 modes

    • FQ-02

      Unowned notice duty

      No creditor is recorded as owing the notice.

    • FQ-05

      Split cash aggregation

      Cash is aggregated per deal, not per customer.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • FQ-01

      Insufficient reason

      The notice gives a reason the rule names as insufficient.

    Stage returns

    The notice the customer reads and the file kept

  5. 05 · Change / Version

    1 mode

    • FQ-07

      Silent rule regression

      A rule-set update quietly narrows what is checked.

    Stage tracks

    Model, prompt, rule set and clock configuration

  • Sev-1 · a notice goes out unchecked
  • Sev-2 · a gap reaches the signed jacket
  • Sev-3 · source thins, jacket goes to review
See the complete Automotive failure-mode catalogue

Affected slices

One store can carry the whole exposure

A group-level notice rate can read as clean while two stores carry nearly all of the late and unowned notices. Nestack reports the correction rate by slice, not only in total.

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Deals shopped to five lenders8.4%3.7×Review
Re-papered spot deliveries6.2%2.8×Review
Cash-heavy used deals3.7%1.6×Watch
Single-lender approved deals1.4%0.6×Normal

Bar: correction-rate lift vs. single-lender baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

The loop closes on a case, not a note

A cycle closes when the late notice is a case the next release has to catch. That suite is what the next jacket checked is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Correction rate rises in a deal slice.

  2. 02

    Diagnose

    The applicant who never learned why the rate moved is read back to the counteroffer that opened a clock nobody queued.

  3. 03

    Improve

    The correction is numbered and the jackets that produced it are pinned to the note.

  4. 04

    Verify

    One notice case still failing is enough to keep the release on the bench.

  5. 05

    Learn

    The case is kept, and the notice rules are updated in the same change.

  6. Learn → Detect

    The return edge. What is detected next meets a suite one case longer than this.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, jacket checking, evaluation, integration, then production validation and handover.

Workstream

Week 1Week 2Week 3Week 4Week 5Week 6

  1. 01F&I deal-workflow discovery and boundary setting.Week 1
  2. 02DMS, lender and document source review.Week 1, Week 2
  3. 03State rule-set, clock and disclosure-set mapping.Week 1, Week 2
  4. 04Deal-jacket ingestion and normalisation.Week 2
  5. 05Checking logic and rule binding.Week 2, Week 3
  6. 06Confidence scoring and gap routing.Week 3
  7. 07Manager sign-off workflow.Week 3, Week 4
  8. 08DMS and lender-system integration.Week 5
  9. 09Notice and disclosure cases.Week 4, Week 5
  10. 10Guardrails and delivery controls.Week 4
  11. 11Jacket-trail instrumentation.Week 5, Week 6
  12. 12Deployment, documentation and Agent Care handover.Week 6

12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel

Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tierPilotOne store, one lenderProductionProduction DMS and lendersAdvancedMultiple stores / brands
Introduced at Pilot
Checking to your rule set✓✓✓
Manager sign-off✓✓✓
Notice-timeliness baseline✓✓✓
Introduced at Production
Reporting by store—✓✓
Review workflow in your systems—✓✓
Approved write-back—✓✓
Desking and lender integration—✓✓
Introduced at Advanced
Multi-state rule sets——✓
Multi-stage store approvals——✓
High deal volume——✓
Multi-lender disclosure controls——✓
Build priceFrom $5,000From $8,000Custom quote
Final build price
Confirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.
Separate from build
Build pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

  1. 01Your deal-jacket documents and where they live

    Deal-jacket ingestion and document mapping

    Week 1

  2. 02Representative closed deals

    Checking baseline, rule binding and clock tracking

    Week 2

  3. 03Your state rule sets and approved notice language

    State rule-set, clock and disclosure-set mapping

    Week 1

  4. 04Access to relevant APIs, feeds or exports

    DMS, lender and document assessment, then integration setup

    Week 2

  5. 05Jackets you would not want examined

    Adverse-action cases and the evaluation suite

    Week 4

  6. 06What no notice may omit

    Confidence scoring, gap routing, guardrails and approval controls

    Week 3

  7. 07Named F&I managers to review jackets

    Manager sign-off workflow, then pilot and production validation

    Weeks 5–6

Nothing else is required

Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Phases occupy the weeks they truly need, which puts two of them together in week 5.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1F&I workflow discovery, rule mapping and the automation boundary

W2Source integration and the checking baseline

W3Checking workflow, clock logic and sign-off controls

W4Evaluation suite, notice-timeliness checks and failure-mode testing

W5Lender integration, pilot deals and targeted corrections

W6One month of deals worked under the F&I director, then Agent Care handover

Reading the band
A bar covers only the weeks its work is named in. The week 5 overlap is real, not padding.
At the end of W6
The last checks clear on live jackets and Agent Care picks up monitoring.
Duration
Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Automotive AI agent

Build an F&I compliance agent around your deal jacket.

Show us a deal jacket, your state rule set and who signs it. Not the rule vacated in January 2025. The ones still in force, checked before the notice goes out.

Typical delivery
4–6 weeks
Deployment
Your DMS and lenders
F&I sign-off
Pre-signature
After launch
Agent Care available

Nestack Agents · F&I deal-jacket compliance

AGT-AUT-12 · Agent Care available after launch

Build an F&I compliance agent

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your deals

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.