Skip to main content
ARPIActions

Management Actions

Deterministic review prompts backed by the same governed data as the operating console.

Granite Subaru, Granite Pre-Owned · 47 open review prompts

Granite Auto Group is fictional. Operating figures are synthetic.

Every warehouse record in this project is synthetic. Granite Auto Group and its three stores are fictional. No real dealership, customer, employee or lending data exists anywhere in the project.

Dataset v17 · developmentAs of 31 December 2025Real-engine validation pending

Real-engine validation pending. Neither accepted ADR-0008 path has recorded a result, so nothing on this page may be read as evidence that the Power BI semantic model has been validated. This console renders exported SQL figures; rendering a number in HTML proves nothing about a DAX measure.

The evidence behind both statements

How this is built, governed and validated

What an action is, and what it is not

Each prompt below exists because a condition written down in advance holds in this dataset version. It is a reason to look, not a finding, a recommendation of business action, or evidence of a real-world condition.

Nothing here claims a cause. A rule states that a condition holds and shows the exported values that made it hold; why it holds is what the drill-through is for.

The queue is stateless. It is rebuilt from the data every time the export is regenerated, so it holds no history and carries no acknowledgement, assignment, completion or due date. Reloading this page reconstructs the same queue; nothing remembers what was clicked.

No language model, learned model or scoring heuristic takes any part in producing it. Every word of every prompt comes from a rule template and every number from an exported column, so any action can be recomputed by hand from files in the repository.

12 of 30 permanent rules are enabled. The other 18 are retained and switched off, each with the audited reason the project cannot evaluate it honestly — the evidence is absent, it exists only at a different grain, or the condition is one an earlier data-quality gate already prevents.

Every threshold this register owns is a project default for a fictional dealer group. None is an industry benchmark, an OEM standard, a best practice or a compliance requirement.

The review queue

Ruleset 911c6bd4a226
9of 47 open review prompts shownClear all filters

Counts are of the whole queue, so selecting one facet does not renumber the others. Open means present in the data this console is serving, as of 31 December 2025: the queue is rebuilt whenever that data is and holds no workflow state, so nothing here is assigned, acknowledged, completed or overdue.

What the gross change decomposes into

Total gross change, December 2025

In December 2025, total gross increased by $31,155 against the month before. The bridge attributes +$36,159 to unit volume, -$4,834 to front PVR, -$170 to back PVR.

  • Volume effect+$36,159
  • Front PVR effect-$4,834
  • Effects below the review threshold (1)-$170
  • Total change+$31,155
Read total gross change, december 2025 as a table
Total gross change, December 2025. In December 2025, total gross increased by $31,155 against the month before. The bridge attributes +$36,159 to unit volume, -$4,834 to front PVR, -$170 to back PVR.
ComponentRoleAmount
Volume effectAttributed movement+$36,159
Front PVR effectAttributed movement-$4,834
Effects below the review threshold (1)Attributed movement-$170
Total changePeriod total+$31,155
How this decomposition works

The bridge is computed in SQL by reporting.vw_gross_change_bridge and carried through the export. It is a SEQUENTIAL decomposition: each effect is measured with the earlier ones already applied, so the order is part of the method and a different order would apportion the same change differently. The bridge attributes; it does not establish cause.

Effects smaller than $500 are grouped into a single remainder rather than listed — display materiality — project default. Grouped, never dropped: the listed effects and the remainder sum to the period change exactly.

What meets a review rule right now

Severity, then domain, then store, then rule

The order is a property of the data rather than of the reader: everyone looking at the same figures sees the same sequence.

  • MediumSales & GrossGSA-002Review role: General sales manager

    Negative front gross on a retail delivery

    -$458.85 front end gross

    Review the deal structure and the gross components behind this delivery.

    Evidence, threshold detail and the rule
    Front end gross
    -$458.85
    Back end gross
    $708.00
    Total gross
    $249.15
    Sale price
    $2,925.18
    Vehicle display
    2017 Subaru Impreza Sport
    Condition group
    Used
    Sale type
    Used Retail
    Days in inventory at sale
    105 days

    A negative front gross is a signed accounting outcome. It is not evidence of an error, a poor decision or anyone's performance, and this action attributes it to nobody.

    Rule ACT-SLS-001 · deal SLE-00000565 · sale date basis

  • MediumSales & GrossGSA-002Review role: General sales manager

    Negative front gross on a retail delivery

    -$47.03 front end gross

    Review the deal structure and the gross components behind this delivery.

    Evidence, threshold detail and the rule
    Front end gross
    -$47.03
    Back end gross
    $1,548.28
    Total gross
    $1,501.25
    Sale price
    $5,363.15
    Vehicle display
    2018 Subaru Crosstrek Base
    Condition group
    Used
    Sale type
    Certified Retail
    Days in inventory at sale
    120 days

    A negative front gross is a signed accounting outcome. It is not evidence of an error, a poor decision or anyone's performance, and this action attributes it to nobody.

    Rule ACT-SLS-001 · deal SLE-00000587 · sale date basis

  • MediumSales & GrossGSA-002Review role: General sales manager

    Negative front gross on a retail delivery

    -$902.83 front end gross

    Review the deal structure and the gross components behind this delivery.

    Evidence, threshold detail and the rule
    Front end gross
    -$902.83
    Back end gross
    $2,204.66
    Total gross
    $1,301.83
    Sale price
    $23,177.67
    Vehicle display
    2025 Subaru Impreza Base
    Condition group
    New
    Sale type
    New Retail
    Days in inventory at sale
    69 days

    A negative front gross is a signed accounting outcome. It is not evidence of an error, a poor decision or anyone's performance, and this action attributes it to nobody.

    Rule ACT-SLS-001 · deal SLE-00000608 · sale date basis

  • MediumSales & GrossGSA-002Review role: General sales manager

    Negative front gross on a retail delivery

    -$194.95 front end gross

    Review the deal structure and the gross components behind this delivery.

    Evidence, threshold detail and the rule
    Front end gross
    -$194.95
    Back end gross
    $1,038.58
    Total gross
    $843.63
    Sale price
    $22,179.00
    Vehicle display
    2024 Subaru Impreza RS
    Condition group
    New
    Sale type
    New Retail
    Days in inventory at sale
    66 days

    A negative front gross is a signed accounting outcome. It is not evidence of an error, a poor decision or anyone's performance, and this action attributes it to nobody.

    Rule ACT-SLS-001 · deal SLE-00000612 · sale date basis

  • MediumSales & GrossGSA-002Review role: General sales manager

    Negative front gross on a retail delivery

    -$43.08 front end gross

    Review the deal structure and the gross components behind this delivery.

    Evidence, threshold detail and the rule
    Front end gross
    -$43.08
    Back end gross
    $233.58
    Total gross
    $190.50
    Sale price
    $23,393.07
    Vehicle display
    2025 Subaru Impreza Base
    Condition group
    New
    Sale type
    New Retail
    Days in inventory at sale
    42 days

    A negative front gross is a signed accounting outcome. It is not evidence of an error, a poor decision or anyone's performance, and this action attributes it to nobody.

    Rule ACT-SLS-001 · deal SLE-00000628 · sale date basis

  • MediumSales & GrossGSA-002Review role: General sales manager

    Negative front gross on a retail delivery

    -$181.04 front end gross

    Review the deal structure and the gross components behind this delivery.

    Evidence, threshold detail and the rule
    Front end gross
    -$181.04
    Back end gross
    $1,576.77
    Total gross
    $1,395.73
    Sale price
    $23,933.31
    Vehicle display
    2025 Subaru Impreza Base
    Condition group
    New
    Sale type
    New Retail
    Days in inventory at sale
    53 days

    A negative front gross is a signed accounting outcome. It is not evidence of an error, a poor decision or anyone's performance, and this action attributes it to nobody.

    Rule ACT-SLS-001 · deal SLE-00000630 · sale date basis

  • MediumSales & GrossGSA-002Review role: General sales manager

    Negative front gross on a retail delivery

    -$418.27 front end gross

    Review the deal structure and the gross components behind this delivery.

    Evidence, threshold detail and the rule
    Front end gross
    -$418.27
    Back end gross
    $500.10
    Total gross
    $81.83
    Sale price
    $35,400.97
    Vehicle display
    2025 Subaru Ascent Touring
    Condition group
    New
    Sale type
    Lease
    Days in inventory at sale
    77 days

    A negative front gross is a signed accounting outcome. It is not evidence of an error, a poor decision or anyone's performance, and this action attributes it to nobody.

    Rule ACT-SLS-001 · deal SLE-00000648 · sale date basis

  • MediumSales & GrossGSA-002Review role: F&I manager

    Back-PVR effect materially reduced total gross this month

    -$4,023.63 effect amountBridge-effect review threshold — project default -3000 USD

    Compare this month's back-gross production with the comparison month under the documented sequential bridge.

    Evidence, threshold detail and the rule
    Effect amount
    -$4,023.63
    Component label
    Back PVR effect
    Total gross change
    $15,136.97
    Total gross
    $102,304.93
    Comparison total gross
    $87,167.96
    Back end gross
    $37,458.85
    Comparison back end gross
    $37,926.84
    Retail units sold
    35 units
    Comparison retail units sold
    32 units

    A bridge contribution is an arithmetic attribution, not a cause.

    Rule ACT-SLS-004 · store month GSA-002|2025-12-01|back_pvr · sale date, aggregated to calendar month basis

  • MediumSales & GrossGSA-002Review role: General sales manager

    Large discount from the original asking price on a fast-turning unit

    $2,761.14 discount from originalDiscount review threshold — project default 2000 USDFast-turn review threshold — project default 30 days

    Review the price movement on this unit against the time it spent in stock.

    Evidence, threshold detail and the rule
    Discount from original
    $2,761.14
    Days in inventory at sale
    8 days
    Original asking price
    $48,470.48
    Final asking price
    $48,470.48
    Sale price
    $45,709.34
    Front end gross
    $11,097.29
    Total gross
    $12,326.68
    Vehicle display
    2025 Subaru Forester Base
    Condition group
    Used

    A discount is a signed difference between two published prices. It is not evidence of an error and is attributed to nobody.

    Rule ACT-SLS-005 · deal SLE-00000623 · sale date basis

How this queue is produced

Where the rules live, and what keeps them honest

Rules live in config/dashboard/action_rules.yaml as data, not code, and are evaluated once at export time against the datasets this console already publishes. The queue is then a governed artifact with its own hash, exactly like a dataset.

The rule file is an input to the published data. Changing a threshold changes the queue even though no business fact moved, so the export check re-derives the queue from the current rule file and fails if the committed one differs. Ruleset 911c6bd4a226 produced what is shown here.

Facet counts are counts of the queue on this page. They are presentation figures derived from the rows, not new measures, and the generator refuses a count that disagrees with the rows it counts.

Every drill-through is checked against the console’s own route registry before the queue is written, so a link here cannot point at a retired route or carry a parameter its destination does not read.