Warehouse personnel running a stock check at a logistics centre

The systems and workflows we implement

Examples of what an audit and automation produce for vendors, distributors, and retailers, followed by systems already deployed and used in day-to-day operations

Workflow showcase

Order-to-Delivery Automation Workflow

An AI workflow for retail, distribution, and e-commerce operations

The workflow receives incoming requests from CRM, email, website forms, messengers, or marketplaces, extracts the order details, checks inventory against the connected systems, creates tasks for the responsible teams, prepares documents, updates delivery statuses, and raises alerts against defined conditionsInstead of disconnected chats, spreadsheets, and manual follow-ups, the business gets one controlled workflow with defined approval steps and an operational dashboard

Order fulfilment and dispatch in a logistics centre
  1. 1

    Incoming Request

    Integration

    A request arrives from CRM, website form, email, messenger, marketplace, or a sales manager.

  2. 2

    Request Classification

    AI

    The model identifies the request type, extracts the order details from unstructured text, and assigns it to the correct workflow.

  3. 3

    Data Validation

    Rules

    Validation rules check whether all required order fields are present and well-formed, and request clarification when something is missing.

  4. 4

    Inventory & System Check

    Integration

    The workflow reads stock availability, customer history, pricing rules, and order status directly from the connected systems.

  5. 5

    Task Creation

    Rules

    Routing rules create tasks for the sales, warehouse, logistics, procurement, or finance teams.

  6. 6

    Document Preparation

    AI + Approval

    Invoices, offers, packing lists, and supplier requests are drafted from templates, with the variable text generated by the model. An authorized employee approves before anything is sent.

  7. 7

    Logistics & Fulfillment Update

    Integration

    Delivery and fulfillment statuses are read from the logistics systems; delays and exceptions are flagged against defined thresholds.

  8. 8

    Dashboard Update

    Integration

    Order progress, bottlenecks, pending approvals, delayed orders, and low-stock items are consolidated in one operational dashboard.

  9. 9

    Alerts & Daily Summary

    Rules + AI

    Threshold rules decide what raises an alert; the model writes the daily summary of what changed and what needs review.

Operational dashboard

42
New orders today
6
Need attention
3
Delivery delays
2
Low-stock SKUs
4
Pending approvals

Illustrative dashboard. The figures are an example, not a client result.

What handles what

System integrations and rules

All deterministic operations: reading stock and order status, creating and routing tasks, updating statuses, applying thresholds, and refreshing the dashboard. These are explicit, repeatable, and produce the same result every run.

AI

Unstructured work only: classifying incoming requests, extracting order details from free text, searching documents, and drafting summaries and client-facing text. It does not move stock, approve orders, or change system records on its own.

Authorized employees

Exceptions and any action with material business impact — sending documents to a customer, committing stock, releasing an order against a credit limit. The workflow prepares the action and stops; a person approves it.

What the business gets

  • Less manual order processing.
  • Faster response to clients and internal teams.
  • Consolidated visibility across orders, inventory, and logistics.
  • Fewer missed tasks, delays, and forgotten follow-ups.
  • Controlled automation: actions with material impact require approval from an authorized employee.
  • One operational dashboard instead of scattered chats and spreadsheets.

Can be connected with

CRMERPWarehouse systemsGoogle SheetsAirtableEmailTelegram / Slack / WhatsAppShopify / WooCommerceMarketplacesInternal databasesCustom APIsDashboardsDocument templates

Depending on the systems you already use, the workflow connects to your CRM, ERP, spreadsheets, warehouse systems, e-commerce platforms, messengers, and custom APIs.

Want to map this workflow for your business?

N40 can audit your current order, inventory, and logistics processes, identify the automation opportunities, and design a workflow connected to the systems you already use

Representative scenarios

Built from the patterns we see most oftenIllustrative of scope and outcome, not specific clients

Retail & Distribution

Spreadsheet-to-dashboard automation

Operational problem

Managers collect, clean, and reconcile Excel and CSV reports by hand, so figures are several days old by the time they are reviewed.

Data sources

Excel / CSV exports, Google Sheets, ERP and POS extracts

What we build

Scheduled collection, validation, and reconciliation feeding a dashboard that refreshes automatically

Expected outcome

Reports are assembled by the system on a set schedule; the team reads the numbers instead of producing them.

Vendors, distributors & retailers

Management dashboard

Operational problem

Sales, margin, plan-fact, channels, SKUs, and stock live in separate files no one sees together.

Data sources

ERP, CRM, finance ledger, warehouse and channel data

What we build

One consolidated, role-based management dashboard over validated data

Expected outcome

Finance, operations, and management read the same defined metrics, refreshed daily.

Distributors

Inventory & receivables control

Operational problem

Stock turnover, slow-moving goods, receivables, and credit limits are tracked late and in fragments.

Data sources

ERP, warehouse system, finance and customer ledgers

What we build

Operational analytics with threshold rules on overdue receivables and slow-moving stock

Expected outcome

Cash-risk and dead-stock conditions are flagged while the position can still be corrected.

Vendors

Partner & dealer performance

Operational problem

Plan execution across partners, dealers, chains, regions, and managers is assembled by hand, weekly at best.

Data sources

Partner sell-out reports, shipment data, channel plans

What we build

Performance dashboards and plan-fact tracking with deviation thresholds

Expected outcome

Sell-out and plan execution are calculated continuously, with deviations flagged automatically.

Vendors, distributors & retailers

AI-assisted analysis interface

Operational problem

Leadership gets numbers late or in a format that takes more work to read than to act on.

Data sources

The consolidated, validated dataset built in the earlier stages

What we build

An interface for querying the data, explaining variances, and preparing summaries

Expected outcome

Recurring management questions are answered without manual data preparation; decisions stay with the manager.

Systems we've deployed

Systems already deployed and used in day-to-day operations, adjacent to the product-business workThe same engineering, applied

  • AI Operations Agent for a Business Director

    One Telegram interface for tasks, finance, knowledge retrieval, calendar, and inbox triage, connected to the systems the company already uses. Self-hosted, and it retains authorized operational context across those systems between conversations.

    Claude Sonnet 4.6, GPT-4o, PostgreSQL. Tasks, finance, knowledge and inbox triage in one interface.

    See the build
  • Storefront & Domain Management System for eCommerce

    An internal management interface for a full portfolio of sites and their domains: registrar, DNS, hosting, and deployment in one place. Launch or clone storefronts, point domains, and deploy changes from the UI, without opening a separate provider panel for each step.

    FastPanel, Keitaro, nginx. One management interface for a whole portfolio of online stores.

    See the build
  • AI Campaign & Product Page Generator for eCommerce

    A configurable workflow that turns a brief into a live page and deploys it directly to your CMS or store platform. It covers the product launches, promotions, and seasonal campaign pages a retail or ecommerce business publishes continuously, so routine page production does not require a designer for every request.

    n8n, Claude, GPT-4o. From a brief to a live campaign page, automatically.

    See the build

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