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WHOLESALE · DISTRIBUTION · B2B OPERATIONS AI

Connect distribution operations with intelligence that moves work forward.

Bring distributor orders, stock, credit, schemes, sales teams, deliveries, collections and claims into a more connected operating model. Opernex's proposed AI operations layer helps teams investigate exceptions, prioritise actions and coordinate approved workflows across the distribution network.

See the operating model shift Discuss Distribution Operations
Designed for wholesalers, stockists, distributors, consumer brands and multi-territory sales networks.
B2B networkBrands, distributors and retailers
Proposed agent groupsDistribution workflows by function
Human-governed AIApproval-based business actions
Phased implementationStart with one measurable workflow
The operating model is changing

Traditional. Automated. Agent-based.

The shift is not from ERP and distribution software to AI. It is from systems that record transactions, to workflows that automate known rules, to agents that can investigate business situations and coordinate permitted actions across connected systems.

Stage 01 · Record and manage

Traditional operations

Teams coordinate orders, inventory, credit, dispatch and collections across ERP screens, spreadsheets, phone calls and messages.

  • Staff manually check distributor orders, outstanding balances and stock availability.
  • Sales, finance, warehouse and distributor teams chase different pieces of information.
  • Exceptions can sit unresolved while people gather context and approvals.
Primary role: record transactions and provide operational visibility.
Stage 02 · Automate known rules

Rule-based automation

Software triggers predefined actions when specific thresholds, events or workflow conditions are met.

  • Order imports, invoice generation and standard order routing follow configured rules.
  • Credit-limit breaches, low stock, overdue payments and delivery delays trigger alerts.
  • Unusual disputes and multi-step decisions still need people to investigate and coordinate.
Primary role: execute repeatable workflows consistently.
Stage 03 · Investigate and coordinate

Agent-based operations

AI agents use context from connected systems to investigate exceptions, compare options and coordinate approved next steps.

  • Combine order history, stock, credit exposure, schemes and delivery status to understand an issue.
  • Prepare evidence-backed options such as a partial dispatch, stock transfer or collections follow-up.
  • Execute only permitted actions, verify outcomes and escalate uncertainty or policy exceptions.
Primary role: help resolve multi-step work within defined controls.
One scenario · Three operating models

A distributor order is held due to a credit and stock issue.

The distributor needs stock, but the order exceeds available credit and one SKU is short. The operating model determines how quickly the team can resolve the exception.

TraditionalSales calls finance and the warehouse to collect balances and stock information.
AutomatedCredit and availability rules flag the order and route it for review.
Agent-basedAn agent gathers ageing, credit, stock and order context, then compares permitted options.
Governed actionAn authorised person approves a split dispatch, payment follow-up or exception route.

Illustrative operating model. Actual capabilities depend on connected data, implemented integrations, testing, permissions and approval policies.

The connected distribution lifecycle

From distributor onboarding to reconciled collections

Connect the workflows that move products, information and money through a wholesale or distribution network.

01

Distributor onboarding

Manage account details, territories, documents, assigned price lists, credit terms and account status.

02

Demand & order booking

Capture orders from sales reps, distributor portals, messaging-assisted workflows or connected B2B channels.

03

Pricing, schemes & claims

Validate price lists, discounts, promotional eligibility, trade schemes and supporting claim documents.

04

Credit & order validation

Check outstanding balances, credit limits, overdue invoices, blocked accounts and configured approval rules.

05

Inventory & allocation

Compare available stock, reserved quantities, inbound supply and fulfilment options before committing orders.

06

Dispatch & delivery

Coordinate picking, invoicing, vehicle or carrier hand-off, proof of delivery, shortages and delivery disputes.

07

Secondary sales & field execution

Consolidate retailer orders, sales-rep visits, territory activity, beat plans and outlet-level execution signals.

08

Collections & reconciliation

Track receivables, payment promises, remittances, deductions, credit notes and unresolved account differences.

The shared distribution foundation

ERP, DMS and field sales. Connected by design.

Agent workflows require trusted order, stock, credit and customer context. A practical architecture connects core records, execution systems and channels while preserving clear ownership of business data.

Systems of record

ERP & inventory foundation

Core transactions and controls that keep orders, stock and finance consistent.

  • Product, SKU and price master data
  • Purchasing, inventory and warehouse movements
  • Sales orders, invoices, tax and credit notes
  • Receivables, payment entries and reporting
Distribution execution

DMS & SFA workflows

Tools for distributor relationships, secondary sales and field execution.

  • Distributor accounts, territories and credit terms
  • Primary and secondary order visibility
  • Sales rep routes, visits and outlet tasks
  • Trade schemes, claims, returns and collections
Connected ecosystem

Channels & logistics

External touchpoints that need to exchange reliable business events.

  • Distributor portals and sales-rep mobile tools
  • Retailer ordering and B2B commerce
  • Warehouse, transporter and proof-of-delivery systems
  • Payment, banking and authorised messaging integrations
Opernex target architectureERP + inventory + DMS + SFA + finance + AI operations layer
The architecture is a proposed product direction. Each connector, module and action must be scoped and verified; this page does not imply every integration is already live.
Candidate agent categories

Specialised agents for distribution operations.

Potential agent groups can focus on high-friction workflows. Start with the best-defined problem and connect only the data and actions needed for it.

01
PROPOSED GROUP

Order desk agent

Review incoming orders for missing data, duplicates, unusual quantities, SKU mismatches and fulfilment exceptions.

Order validationException triageOrder status
02
PROPOSED GROUP

Credit & collections agent

Summarise receivables, overdue invoices, promised payments and account exposure for collections teams.

AgeingPayment promisesEscalation
03
PROPOSED GROUP

Inventory & replenishment agent

Identify stockout risk, slow-moving inventory, allocation conflicts and potential replenishment needs.

AvailabilityStock ageingReplenishment
04
PROPOSED GROUP

Pricing & trade scheme agent

Check price-list versions, promotion eligibility, discount rules and scheme claims for exceptions.

Price checksScheme rulesClaims evidence
05
PROPOSED GROUP

Distributor performance agent

Explain changes in order frequency, secondary sales, fill rate, territory coverage and account performance.

Sell-in / sell-outFill ratePerformance signals
06
PROPOSED GROUP

Field sales copilot

Prepare rep visit briefs, outlet priorities, order suggestions and follow-up tasks using approved sales context.

Beat plansOutlet visitsNext-best action
07
PROPOSED GROUP

Dispatch & claims agent

Gather invoice, dispatch, delivery and shortage evidence to prepare a dispute, return or claim for review.

Proof of deliveryShortagesReturns
08
PROPOSED GROUP

Distribution intelligence agent

Summarise territory trends, receivables risk, stock imbalances and recurring operational bottlenecks.

Control towerRoot-cause cluesAction tracking
iCapability status: these are candidate agent groups for product planning, not a claim that eight production agents are currently available. Implemented features must be confirmed separately.
Illustrative workflow

Turn an order hold into a clear next action.

A distributor order is placed on hold because the account is overdue and one requested SKU is short. Instead of chasing several teams for context, a proposed workflow gathers the relevant facts and prepares a reviewable set of options.

✓
Gather the evidenceOpen orders, available stock, invoice ageing, credit limit and payment promises.
✓
Compare permitted optionsRequest payment confirmation, split the order, suggest an alternative SKU or escalate the credit exception.
✓
Route for authorised actionSend the case to the right owner and record the decision, approval and outcome.
DISTRIBUTOR ORDER REVIEWREQUIRES REVIEW

Order exception summary

Illustrative data only · no live distributor data is connected

Order statusCredit / stock hold
Credit positionOver configured limit
SKU availabilityPartial quantity available
Decision neededChoose resolution
Suggested next stepReview → Approve route
This example illustrates a proposed workflow. Actual recommendations depend on data quality, configured business rules and authorised access.
Network-aware distribution

One operating foundation. Different trading relationships.

Use common business records while respecting each channel's pricing, credit, order, delivery and settlement rules.

Brand to distributor

Primary sales and replenishment

Order booking · Price lists · Credit · Invoicing

Distributor to retailer

Secondary sales and retailer coverage

Outlet orders · Beat plans · Fill rate · Collections

Wholesale & stockists

Bulk B2B orders and multi-tier trade

Quantity breaks · Account terms · Backorders

Field sales teams

Territory and outlet execution

Visit plans · Order capture · Targets · Follow-ups

Warehouse & transport

Dispatch and delivery partners

Pick-pack · Dispatch SLA · Proof of delivery

Finance & collections

Receivables, remittances and disputes

Ageing · Payment matching · Deductions · Claims
iIntegration note: ERP, DMS, SFA, banking, messaging and logistics integrations depend on available APIs, customer permissions, partner terms and agreed implementation scope.
Distribution operations control tower

Measure what moves the network.

Track operational signals, exception ownership and outcomes—not just disconnected reports.

FunctionOperational signalAgent-assisted responseBusiness objective
OrdersOrder ageing, incomplete orders, held ordersClassify exceptions and assemble relevant contextFaster order resolution
InventoryStockouts, excess stock, fill rate, backordersCompare availability and replenishment optionsReliable availability
CreditOverdue balances, credit exposure, blocked accountsSummarise risk and prepare a review queueControlled credit exposure
Trade schemesClaim ageing, disputed discounts, missing evidenceMatch rules and flag unsupported claimsAccurate scheme settlement
Field salesVisit coverage, productive calls, order conversionPrepare rep briefs and prioritise follow-upsMore effective field execution
CollectionsReceivable ageing, promises kept, unmatched receiptsPrepare account summaries and payment follow-upsImproved collections discipline
Human-governed AI

Automate progressively. Keep control.

Credit, pricing and financial decisions need explicit controls. Agents should earn autonomy through measured accuracy, clear limits and auditable actions.

L1
Watch

Monitor orders, credit, inventory and collections; detect exceptions and notify a person.

Observe
L2
Draft

Prepare collection follow-ups, order options, claims summaries or price exceptions for review.

Approve
L3
Act within limits

Perform low-risk permitted tasks under configured thresholds and logged permissions.

Bounded
Operating guardrailsRole-based accessCredit approval limitsPrice controlsAction logsHuman QARollback plans
A practical implementation path

Start with one workflow. Expand with evidence.

Prioritise a repeatable, measurable problem first. Delivery scope and timing depend on system access, data quality and connector readiness.

PHASE 01

Discovery

Map distributor tiers, order flows, credit policies, systems, exception volumes and business owners.

Outcome: scoped workflow
PHASE 02

Connect data

Validate identifiers, price lists, stock, receivables, APIs, permissions and source-of-truth rules.

Outcome: trusted context
PHASE 03

Assist & review

Detect exceptions and prepare recommendations for sales, finance or operations owners.

Outcome: measured accuracy
PHASE 04

Automate safely

Introduce tested, reversible actions for clearly defined low-risk cases.

Outcome: faster handling
PHASE 05

Scale by value

Expand to more territories and agent groups after reviewing operational and financial results.

Outcome: controlled scale
Designed for real distribution operations

Built around your current systems.

Start with existing ERP, DMS, SFA and finance workflows. Confirm integration scope before automating credit, pricing or financial actions.

Does this replace our ERP or DMS?

Not necessarily. The proposed approach is to connect existing operational systems where suitable APIs and permissions are available. The architecture is confirmed during discovery.

Can it support primary and secondary sales?

Potentially, when the required distributor, retailer, order and sales data can be accessed and reconciled. Each source and workflow must be assessed separately.

Can agents change credit limits or prices automatically?

Those are high-impact decisions and should require explicit business policies and appropriate approval. The page does not imply unrestricted autonomous changes.

Can field sales teams use the same operating model?

Potentially. Territory plans, outlet visits, order capture and follow-ups can be included if the relevant SFA or mobile workflows and data are available.

Are all the proposed agents available today?

No claim of current availability is made here. This page describes candidate workflows for research and product planning. Actual features depend on what is implemented, tested and released.

Where should we start?

Choose a frequent, measurable pain point—such as order holds, overdue collections, stock allocation or scheme claims—then validate data access, integration effort and success criteria.

DISTRIBUTION OPERATIONS, CONNECTED

Move distributor orders, stock and collections forward with better operational context.

Map your distribution network, identify costly exceptions and choose a practical first workflow for your wholesale, distributor or consumer-goods business.

Specific features and integrations depend on product readiness, technical feasibility and agreed scope.
Discuss Distribution Operations