Seller Profit Guard

When should a channel contribution packet be blocked?

Last updated: 2026-08-09

Written and reviewed by Seller Profit Guard Editorial Team.

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance.

Sales Channel Contribution Thresholds flow from closed channel revenue and complete costs to total and per-order contribution, decision, and restoration
Use the channel decision matrix to compare matched mature channel cohorts.

Block invalid currency

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 1 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For block invalid currency, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Block unclosed dates

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 2 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For block unclosed dates, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Block bad denominator

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 3 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For block bad denominator, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Block missing cost

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 4 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For block missing cost, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Block source conflict

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 5 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For block source conflict, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

channel decision matrix: block source conflict
Original explanatory diagram for block source conflict using invented aggregate values and no private seller data.

Set margin target

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 6 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For set margin target, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Set per-order target

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 7 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For set per-order target, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Review target miss

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 8 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For review target miss, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

State Ready narrowly

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 9 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For state ready narrowly, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Test restoration

Block when dates, currency, retained revenue, retained orders, costs, allocations, context, ownership, or restoration fail. Review when a reconciled channel misses the seller's margin or per-order contribution target. Ready only means the entered cohorts pass those controls; it does not recommend a channel or prove future performance. Apply structural Block before economic Review and narrow Ready. Checkpoint 10 in the channel decision matrix records channel, product scope, currency, cohort dates, settlement cutoff, return maturity, source version, owner, reviewer, and accepted formula before interpretation.

For test restoration, keep retained net revenue, retained orders, product cost, marketplace and payment fees, acquisition and commission, fulfillment, return loss, software, support labor, other cost, target, conflict, backup, stop rule, and restoration as separate evidence fields.

Use invented or approved aggregate values only. Exclude buyer identities, emails, addresses, order rows, account IDs, payment details, bank records, credentials, private invoices, campaign identifiers, and raw exports from the public channel decision matrix.

Block invalid currency: verification test 1

Create one synthetic counterexample for block invalid currency. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Block unclosed dates: verification test 2

Create one synthetic counterexample for block unclosed dates. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Block bad denominator: verification test 3

Create one synthetic counterexample for block bad denominator. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Block missing cost: verification test 4

Create one synthetic counterexample for block missing cost. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Block source conflict: verification test 5

Create one synthetic counterexample for block source conflict. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

channel decision matrix: block source conflict: verification test 5
Original explanatory diagram for block source conflict: verification test 5 using invented aggregate values and no private seller data.

Set margin target: verification test 6

Create one synthetic counterexample for set margin target. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Set per-order target: verification test 7

Create one synthetic counterexample for set per-order target. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Review target miss: verification test 8

Create one synthetic counterexample for review target miss. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

State Ready narrowly: verification test 9

Create one synthetic counterexample for state ready narrowly. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Test restoration: verification test 10

Create one synthetic counterexample for test restoration. Change a single revenue, order, fee, acquisition, fulfillment, return, software, support, product-cost, allocation, or target field, retain the prior packet, and show the total-cost, contribution, margin, per-order result, difference, and Block, Review, or Ready effect.

Reconcile the counterexample against closed marketplace or store reports, settlement and payment statements, advertising and affiliate reports, fulfillment invoices, product ledgers, a mature return cohort, software bills, support time records, target approval, owner, reviewer, protected baseline, stop trigger, and restored result.

Explain why the test does not prove demand, conversion, incrementality, causality, lifetime value, payout timing, overhead coverage, accounting income, tax, or universal channel superiority.

Sales Channel Contribution Thresholds: evidence exercise 1

Reperform block invalid currency with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 2

Reperform block unclosed dates with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 3

Reperform block bad denominator with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 4

Reperform block missing cost with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 5

Reperform block source conflict with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

channel decision matrix: sales channel contribution thresholds: evidence exercise 5
Original explanatory diagram for sales channel contribution thresholds: evidence exercise 5 using invented aggregate values and no private seller data.

Sales Channel Contribution Thresholds: evidence exercise 6

Reperform set margin target with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 7

Reperform set per-order target with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 8

Reperform review target miss with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 9

Reperform state ready narrowly with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Sales Channel Contribution Thresholds: evidence exercise 10

Reperform test restoration with invented organic marketplace and paid owned-store cohorts. Hold currency, closed dates, retained-revenue definition, retained-order definition, settlement cutoff, return maturity, product scope, cost rules, and evidence controls constant where comparison requires them.

Archive the accepted packet before varying the field. Explain the resulting total channel cost, total contribution, contribution margin, revenue per retained order, cost per retained order, contribution per retained order, A-minus-B difference, decision, monitoring trigger, and restoration path.

The exercise remains educational and source-linked. It does not recommend a channel, hardcode a rate, prove attribution or causality, approve a migration, or replace market-, plan-, payment-, campaign-, contract-, tax-, accounting-, demand-, or operations-specific review.

Apply structural Block before economic targets

Block invalid currency, coercive numbers, non-whole or nonpositive retained orders, missing or nonpositive retained revenue, negative or unbounded costs, duplicate labels, incomplete contexts, impossible dates, post-dated policy, insufficient evidence duration, missing shared confirmations, or declared conflicts.

Block quarantines 32 quantitative outputs. A low threshold cannot rescue an unclosed cohort, and a high displayed contribution cannot override missing acquisition, return, allocation, review, or restoration evidence.

Only a structurally valid packet can be compared with the seller's minimum contribution margin and minimum per-retained-order contribution.

Interpret Review and Ready as control states

Review means the cohort reconciles structurally but misses at least one seller-entered economic target. Diagnose retained revenue, product cost, fees, acquisition, fulfillment, returns, software, support, other costs, volume, or denominator before changing the channel.

Ready means both entered closed cohorts meet the two thresholds with nine confirmations. It does not prove future volume, demand, conversion, lifetime value, incrementality, causality, payout timing, accounting income, tax treatment, or channel superiority.

Any external price, campaign, plan, provider, fulfillment, staffing, or migration decision remains human-authorized and requires its own bounded test and restoration plan.

Sources and further reading

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