Cybex Retail AI
Advanced Retail Module

Sales Audit

Control the retail audit day, from transaction validation and store close to payment reconciliation, approved corrections, and confirmed financial posting.

Transaction validationStore close & cash officePayment reconciliationException workbenchApprovals & postingML-assisted review
Sales Audit: how the solution reads the governed dataset

One operating view for audit, stores, and finance

Cybex Sales Audit brings transaction controls, reconciliation, and exception handling into the retail operating routine. Auditors investigate and document findings, store teams provide local evidence, and finance approves the changes that affect the books.

The module uses connected data from the Sales Audit Data Platform. Its focus is the work people perform: what is missing, what differs, who owns the next action, and whether the result has been accepted downstream.

Deployment scope is configured around your source systems, policies, roles, and operating schedule. Confirm connector coverage and enabled automation during discovery.

Advanced Sales Audit capabilities

Transaction validation

Apply configurable controls to the transactions received from stores and digital channels.

  • Missing feeds, receipt gaps and duplicates
  • Item, price, discount and tax-reference checks
  • Returns, voids, split tenders and authorization rules

Store close & cash office

Track the status of each store and business date, with a clear owner for outstanding work.

  • Register and cashier balancing
  • Cash counts, recounts, deposits and over/short review
  • Blocking exceptions, approval and authorized reopening

Payment reconciliation

Follow customer payments through processor settlement and bank receipt.

  • Grouped and partial settlements
  • Fees, refunds, chargebacks and reserves
  • Unmatched amounts, timing differences and aging

Exception workbench

Move from a finding to an evidenced resolution in one operational queue.

  • Filter by store, business date, tender, severity and owner
  • Linked receipts, orders, settlements and prior cases
  • Assignments, due dates, notes and disposition history

Adjustments & approvals

Control corrections and preserve the original evidence behind each decision.

  • Before-and-after values with reason codes
  • Separate preparer and approver roles where required
  • Revalidation, reversals and an attributable audit trail

Financial posting

Release approved activity through configured accounting mappings and verify the result.

  • Account, dimension, period and balance validation
  • Posting acceptance, rejections and retries
  • Links to receiving documents and source transactions

Omnichannel audit

Connect the order, fulfillment, payment and return across retail channels.

  • Pickup and ship-from-store orders
  • Split fulfillment and cross-channel returns
  • Gift cards, loyalty, marketplace and BNPL reconciliation

ML-assisted investigation

Focus review on unusual patterns while mandatory controls remain in force.

  • Contextual comparison groups and contributing factors
  • Suggested evidence and possible causes
  • Recorded reviewer outcomes and evaluated model updates

An auditor workbench built around the next action

Organize the queue by business date, financial exposure, severity, age, and ownership. Open a finding to inspect linked evidence, distinguish a source-data error from an operating issue, and record a correction or an explained exception.

Illustrative workbench cases
FindingEvidence to reviewNext actionOwner
Missing register feedExpected register list, source totals and last received batchRequest recovery; keep completeness blocker visible.Data operations
Settlement differencePayment events, fee schedule, refund records and bank receiptExplain or escalate the remaining amount; record matching evidence.Reconciliation analyst
Unusual override patternSource receipts, promotion context and prior findingsReview the supporting transactions and record the outcome.Audit analyst
Rejected journalApproved adjustment, account mapping and ERP responseCorrect through the authorized process and confirm accepted delivery.Finance

Cases can group related findings without losing their individual rule history. A proposed adjustment remains distinguishable from an approved change, and closing a case requires a documented outcome.

Run a controlled daily close

  1. Confirm completeness

    Identify expected stores, registers and feeds. Surface missing or rejected activity before approval.

  2. Resolve blockers

    Reconcile cash and tenders, investigate blocking findings, and obtain supporting evidence.

  3. Approve and release

    Apply authorized corrections, revalidate, and release the approved posting units.

  4. Confirm delivery

    Track receiving-system acceptance, unresolved settlement items, and controlled retries.

Store close and bank settlement have different completion dates. Keep pending receipts visible after the store-day is approved. Reopening a closed day records who authorized it, why, and which adjustments followed.

Use ML to focus investigation

Rank unusual returns, overrides, discounts, and recurring variances against relevant store, channel, season, and promotion context. Present the contributing factors and linked transactions so the auditor can assess the finding.

Mandatory validation, balancing, and approval checks stay in force regardless of a score. A high score is a reason to investigate. Reviewer dispositions feed a controlled evaluation process before rule or model changes are released.

Read the retail principles behind exception prioritization.

Connect the systems that own the evidence

Module integration boundaries
SystemPurpose in the moduleConfirm during scoping
POS and order managementTransaction detail, sales lifecycle, returns and expected activity.Source identifiers, business dates, channel coverage and delivery schedule.
Payment processors and banksSettlement detail, adjustments and received funds.Merchant/account scope, fee data and settlement calendars.
Merchandising and customer liabilitiesPricing references, inventory movements, gift cards and loyalty activity.Reference ownership, effective dates and correction responsibilities.
ERP and financeAccount mappings, approved postings and receiving documents.Posting ownership, approval rules and acknowledgment handling.
BI and AI Data PlatformGoverned audit datasets, shared measures and contextual features.Data quality, lineage, source freshness and version history.

Batch or intraday processing is agreed per source. Near-real-time availability depends on the connected systems and deployment; the workbench should show freshness and completeness rather than imply a universal refresh rate.

Explore the warehouse model, BI measures, and AI feature foundation.

Clear responsibility at each decision

Retail operating roles
RolePrimary responsibility
Audit analystInvestigate cases, document evidence and propose corrective action.
Store managerConfirm counts, explain local activity and provide supporting records.
Audit managerOwn control policy, assignments, escalations and audit-team performance.
Finance approverApprove sensitive accounting changes and verify posting acceptance.
Data operationsMonitor source delivery, data quality and recovery of failed processing.
Analytics and model ownerEvaluate features, reviewed labels and model performance before release.

Measure operational outcomes

Establish baselines for the stores, channels, and tenders in scope. Assess improvement using on-time store close, aged unresolved value, case resolution time, accepted postings, and actionable findings among reviewed ML alerts.

Report confirmed recoveries and measured staff time separately. Validate processing capacity on representative volumes and infrastructure. Targets are agreed for the deployment rather than presented as universal accuracy, throughput, or ROI promises.

Scope, prove, and expand the module

  1. Define the operating scope

    Agree on stores, tenders, source coverage, roles, controls, and success criteria.

  2. Validate the foundation

    Map source data and reconcile representative periods with existing records.

  3. Prove the audit workflow

    Run alongside current practice and verify approvals, exceptions, posting, and recovery.

  4. Expand with evidence

    Evaluate ML in observation mode, review outcomes, and authorize the next scope.

Schedule and rollout readiness depend on source access, integration gaps, and control requirements. The data-platform acceptance plan defines the technical evidence needed before operational rollout.

Advanced Retail Module

Automate your sales audit workflow.

Discuss your stores, payment channels, reconciliation workload, and approval requirements to define a practical module scope.