Buying desk to doorstep

Retail

AI reads the supplier contract, reconciles the invoice, routes the returned unit and answers the customer.

47AI use cases
14Tier-1 must-haves
13business functions

Retail is a thin-margin business run across a physical store estate, an e-commerce site, a quick-commerce operation and a fulfilment network that all sell the same item. The margin is not made in one place: it is assembled from supplier trading terms, the price on the shelf, the cost of getting a unit to a door and the value recovered when it comes back — and each of those sits in a different system, in a different format, as a document nobody re-reads. Sovereignty bites here because the material that decides all of it — POS transactions, supplier contracts and rebate schedules, planograms, loyalty histories and returns records — is at once your commercial position against your suppliers and a file of personal data about your customers.

Neor builds the stack underneath that work and runs it on hardware you own, inside your own jurisdiction. Document intelligence over supplier agreements, leases and freight paperwork; retrieval grounded in your own circulars, planograms and product specifications; forecasting, optimisation and graph models trained on your POS, loyalty and returns history — all served from accelerators you own, assembled from open, auditable components, with every prompt, cited source and model version recorded inside the boundary. One platform can carry a voice assistant for a colleague on the shop floor, a claim built against a supplier and a catalogue rebuilt so a machine can read it, because what differs between them is the data and the constraint, not the infrastructure. The map runs to 47 use cases across 13 business functions, 14 of them Tier-1; we build them one at a time, on your hardware, and hand the platform to your engineers with the source, the runbooks and the operating knowledge to run and extend it.

Why it has to be sovereign

What is at stake in this industry

Two corpora, one estate

One side is cost prices and rebate ladders — your position against your suppliers. The other is basket-level loyalty and returns history tied to named shoppers. Both live behind the same boundary, and a shared endpoint would see them joined.

The aisle is the boundary

Shelf-gap detection, self-checkout monitoring and a colleague asking a procedure question by voice all happen in the aisle. That inference belongs at the store, on hardware you own, so an outage elsewhere is not an outage in your aisles.

A recall clock you do not set

When a labelling rule changes or a supplier certificate fails, you must show which SKUs are affected, which stores hold them and what you withdrew. Inside your boundary, that mapping and the evidence behind it sit in one auditable trail.

The map

Where the use cases live

Every use case sits in a business function that already has an owner, a budget and a set of systems. Jump to any function below.

013 use cases · 2 Tier-1

Buying, Trading Terms & Own Brand

Supplier agreements become machine-readable entitlement rules, measured against POS and purchase-order data, so what was owed is comparable to what was paid.

023 use cases

Category Management, Pricing & Promotions

Assembling the evidence behind a category review or a price move becomes machine work, and the effect of a promotion is measured.

032 use cases

Demand Planning & Replenishment

Forecasts at SKU and store level drive the replenishment order and the end-of-day markdown, rather than a standing rule and a guess.

047 use cases · 1 Tier-1

Logistics, Warehousing & Order Fulfilment

Dock paperwork is read at the gate, delivery times are predicted before the shelf empties, and transit damage becomes an evidenced claim.

055 use cases · 2 Tier-1

Store Operations & Shelf Execution

A head-office directive becomes a task with proof of execution, and a colleague asks a procedure question by voice rather than phoning.

062 use cases

Store People & Safety

Hiring store colleagues against constant turnover runs as a document workflow; incident reports resolve into a pattern and a defensible insurance file.

076 use cases · 1 Tier-1

Customer Marketing, Loyalty & Retail Media

Your retail media team executes and reports brand briefs it cannot staff; unread reviews resolve into a root cause with an owner.

084 use cases · 3 Tier-1

Digital Commerce & Product Content

The catalogue is rebuilt so search, a conversational assistant and a shopping agent's answer all read the same complete product record.

094 use cases · 3 Tier-1

Customer Service & Aftersales

A return is handled like a claim: evidence, history, a priced disposition, a documented file — and the routine contact closes itself.

103 use cases

Loss Prevention & Profit Protection

Fraud is judged at the network rather than the transaction, so a return-fraud ring and the promotion abuse behind it surface together.

113 use cases · 1 Tier-1

Finance & Business Operations

The document seams close: invoice against order and goods receipt, till against bank, and store profitability that does not lag the month.

123 use cases · 1 Tier-1

Property, Estate & Store Development

Leases and service-charge invoices are read together, so overpayment surfaces with its clause and a refrigeration failure is predicted before the write-off.

132 use cases

Product Compliance & Sustainability

A regulatory change or a supplier certificate maps onto the SKUs it affects, and waste and packaging reporting comes from operational data.

Start here

Three sensible first deployments

01

Supplier Contracts & Trade Terms

The contracts are documents you already hold, the extraction is checkable clause by clause, and every rebate and claim downstream reads from it.

02

Invoice, PO & Goods-Receipt Reconciliation

Invoice, order and goods receipt are documents you already hold, and the match is checkable against the record your team keys by hand.

03

Product Page Content & Catalogue Enrichment

Search, the conversational assistant and visibility in shopping-agent answers all read the same product record, so it has to be right first.

Tier 1 · Must-have

The must-haves, in full

Proven, prevalent and fast to return. Each one names the business problem, the AI solution and the value it drives.

01

Buying, Trading Terms & Own Brand

2 Tier-1
Tier 1 · CoreUC 01

Supplier Income Entitlement & Recovery

Business problem

  • Volume rebates, promotion budgets and listing fees are not calculated, or are under-claimed.

AI solution

  • Turns the supplier contract into a machine-readable entitlement rule, measures the real entitlement from POS and PO data, and runs the claim through to settlement.

Business value

  • Revenue growth — supplier income recovered, and the claim-rejection rate.
OCR / IDPLLM + RAG / graphAI agents
Value driver Revenue GrowthAdoption EmergingComplexity LowTime to value Short
Tier 1 · CoreUC 06

Supplier Contracts & Trade Terms

Business problem

  • Tiered terms, rebates and promotion budgets are scattered across PDFs and email; nobody knows which version of a supplier agreement is the authoritative one.

AI solution

  • Turns every supplier contract into one structured, searchable record — IDP reads the document and an LLM plus knowledge graph maps each clause to its entities.

Business value

  • Operational efficiency — the share of contracts held as structured terms, and the time to close a contract.
OCR / IDPLLM + knowledge graphNLP
Value driver Operational EfficiencyAdoption GrowingComplexity LowTime to value Short
04

Logistics, Warehousing & Order Fulfilment

1 Tier-1
Tier 1 · CoreUC 11

Freight Documents & Truck Receiving at the DC

Business problem

  • Waybills, delivery notes and proofs of delivery are keyed in by hand, and a queue of trucks forms at the gate.

AI solution

  • Reads the waybill and POD at the DC gate, matches them against the order, and shortens the receiving queue.

Business value

  • Operational efficiency — receiving time per truck, and data-entry error.
OCR / IDPAI agentsNLP
Value driver Operational EfficiencyAdoption CommonComplexity LowTime to value Short
05

Store Operations & Shelf Execution

2 Tier-1
Tier 1 · CoreUC 08

Store Knowledge & Procedure Assistant

Business problem

  • With store-colleague turnover of 60–100%, a new colleague does not know the answer to a procedure question and telephones the manager or head office.

AI solution

  • Lets a colleague ask about procedure by voice and returns an answer grounded in the authoritative circular.

Business value

  • Cost reduction — time to train, and calls to head office per store.
Speech / voice AIRAGConversational AI
Value driver Cost ReductionAdoption GrowingComplexity MediumTime to value Short
Tier 1 · CoreUC 12

Store Task Management & Directive Execution

Business problem

  • A head-office directive is not executed the same way in 300 stores, and there is no proof that it was.

AI solution

  • Turns the head-office instruction into a store task, captures execution, and reports non-execution to the area manager.

Business value

  • Operational efficiency — task completion rate and promotion-execution compliance, where today there is no proof of execution at all.
AI agentsConversational AISpeech / voice AI
Value driver Operational EfficiencyAdoption CommonComplexity MediumTime to value Short
07

Customer Marketing, Loyalty & Retail Media

1 Tier-1
Tier 1 · CoreUC 07

Retail Media Campaign Delivery for Brands

Business problem

  • A small retail media team cannot execute and report on hundreds of brand briefs, so the revenue does not scale with the team.

AI solution

  • Turns a brand brief into an executed campaign and a ROAS report.

Business value

  • Revenue growth — brand ROAS and retail media revenue per person.
AI agentsGenerative AINLP
Value driver Revenue GrowthAdoption GrowingComplexity LowTime to value Short
08

Digital Commerce & Product Content

3 Tier-1
Tier 1 · CoreUC 04

Product Page Content & Catalogue Enrichment

Business problem

  • 30–60% of product pages are incomplete; a wrong attribute means a failed search and a return.

AI solution

  • Builds complete, cited product-page content and attributes from the supplier specification and imagery, and writes them back to the PIM.

Business value

  • Revenue growth — PDP conversion, attribute completeness and return rate.
Generative AIRAG / knowledge graphAI agents
Value driver Revenue GrowthAdoption CommonComplexity LowTime to value Short
Tier 1 · CoreUC 05

Visibility in Shopping-Agent Answers

Business problem

  • The customer asks an AI assistant what to buy; the retailer's catalogue is not machine-readable and is left out of the answer.

AI solution

  • Makes the catalogue machine-readable for shopping agents and measures the retailer's share of presence in AI assistant answers.

Business value

  • Revenue growth — share of presence in AI answers, and AI-referred traffic.
Knowledge graph + RAGNLPGenerative AI
Value driver Revenue GrowthAdoption EmergingComplexity LowTime to value Short
Tier 1 · CoreUC 14

Product Search & Discovery

Business problem

  • Keyword search fails on a large catalogue and the user leaves with no result.

AI solution

  • Moves catalogue search from keyword matching to understanding what the customer needs.

Business value

  • Revenue growth — null-result search rate and conversion rate.
Semantic NLPKnowledge graphGenerative AI
Value driver Revenue GrowthAdoption MatureComplexity LowTime to value Short
09

Customer Service & Aftersales

3 Tier-1
Tier 1 · CoreUC 03

Returns Triage & Disposition at Intake

Business problem

  • The resell, refurbish, discount or destroy decision is taken in seconds by an inexperienced colleague.

AI solution

  • Determines the optimal route for a returned unit in seconds from the photograph, the return reason and the order history, and builds a documented file.

Business value

  • Revenue growth — value recovered per returned unit, and processing cost.
OCR / IDP (+ vision)Knowledge graphAI agents
Value driver Revenue GrowthAdoption EmergingComplexity LowTime to value Short
Tier 1 · CoreUC 10

Service Automation & Agent Assist

Business problem

  • High volumes of “where is my order”, returns and stock contacts; cost per contact is high and hours are limited.

AI solution

  • Closes the “where is my order” and returns contact end to end, taking the action in the OMS.

Business value

  • Cost reduction — first-contact resolution rate and cost per contact.
Conversational AIRAGSpeech / voice AI
Value driver Cost ReductionAdoption MatureComplexity LowTime to value Short
Tier 1 · CoreUC 13

Warranty & Aftersales for Durable Goods

Business problem

  • The warranty file moves by hand between retailer, manufacturer and service centre.

AI solution

  • Circulates the warranty case between customer, retailer and manufacturer and pursues the recovery from the manufacturer.

Business value

  • Cost reduction — days to resolve a warranty, and recovery from the manufacturer.
OCR / IDPConversational AIAI agents
Value driver Cost ReductionAdoption EmergingComplexity MediumTime to value Short
11

Finance & Business Operations

1 Tier-1
Tier 1 · CoreUC 02

Invoice, PO & Goods-Receipt Reconciliation

Business problem

  • Price, quantity and short-delivery discrepancies between invoice, PO and goods receipt are found by hand.

AI solution

  • Matches invoice, PO and goods receipt line by line and raises the price and quantity discrepancy as a claim automatically.

Business value

  • Cost reduction — margin leakage recovered, and cost per document processed.
OCR / IDPNLPAI agents
Value driver Cost ReductionAdoption CommonComplexity LowTime to value Short
12

Property, Estate & Store Development

1 Tier-1
Tier 1 · CoreUC 09

Store Lease & Service-Charge Management

Business problem

  • Hundreds of leases carry turnover rent, annual uplifts and shared service charges, and overpayment is never detected.

AI solution

  • Reads the lease and the service-charge invoice and extracts the overpayment with the contract clause cited beside it.

Business value

  • Cost reduction — overpayment recovered, and occupancy cost per store.
OCR / IDPLLM + knowledge graphAI agents
Value driver Cost ReductionAdoption EmergingComplexity LowTime to value Short

Tier 2 and 3 · Expansion and emerging

The rest of the map

33 further use cases validated expansion plays and commercially emerging work, listed by business function. Ask us for the detail on any of them.

01

Buying, Trading Terms & Own Brand

  • UC 16Private-Label Development & Specification
    Tier 2 · ExpansionDriver Revenue GrowthTime to value Medium
02

Category Management, Pricing & Promotions

  • UC 28Category Review & Assortment Decisions
    Tier 2 · ExpansionDriver Revenue GrowthTime to value Medium
  • UC 29Competitor Price Monitoring & Price Decisions
    Tier 2 · ExpansionDriver Revenue GrowthTime to value Short
  • UC 33Promotion Incrementality Measurement
    Tier 3 · EmergingDriver Revenue GrowthTime to value Medium
03

Demand Planning & Replenishment

  • UC 35Fresh Waste & Markdown Optimisation
    Tier 3 · EmergingDriver Cost ReductionTime to value Medium
  • UC 37Demand Forecasting & Store Replenishment
    Tier 3 · EmergingDriver Operational EfficiencyTime to value Long
04

Logistics, Warehousing & Order Fulfilment

  • UC 20Transport Damage & Supplier Recovery Claims
    Tier 2 · ExpansionDriver Cost ReductionTime to value Short
  • UC 26Store Delivery ETA & Exception Management
    Tier 2 · ExpansionDriver Operational EfficiencyTime to value Short
  • UC 31Distribution Routing & Last-Mile Delivery
    Tier 2 · ExpansionDriver Cost ReductionTime to value Medium
  • UC 38Inbound Quality Control at the DC
    Tier 3 · EmergingDriver Cost ReductionTime to value Medium
  • UC 42Online Order Allocation & Quick Commerce
    Tier 3 · EmergingDriver Cost ReductionTime to value Medium
  • UC 47Warehouse Slotting & Layout
    Tier 3 · EmergingDriver Operational EfficiencyTime to value Medium
05

Store Operations & Shelf Execution

  • UC 24Shift Handover & Store Logbook
    Tier 2 · ExpansionDriver Operational EfficiencyTime to value Short
  • UC 44Planogram Compliance & On-Shelf Availability
    Tier 3 · EmergingDriver Revenue GrowthTime to value Medium
  • UC 45Store Shift & Workforce Planning
    Tier 3 · EmergingDriver Cost ReductionTime to value Medium
06

Store People & Safety

  • UC 21Hiring, Onboarding & Attrition
    Tier 2 · ExpansionDriver Cost ReductionTime to value Short
  • UC 39Customer & Colleague Safety Incidents
    Tier 3 · EmergingDriver Risk ReductionTime to value Medium
07

Customer Marketing, Loyalty & Retail Media

  • UC 18Creative Asset & Product Imagery Production
    Tier 2 · ExpansionDriver Cost ReductionTime to value Short
  • UC 19Voice of the Customer & Review Analytics
    Tier 2 · ExpansionDriver Customer ExperienceTime to value Short
  • UC 23End-to-End Campaign Execution
    Tier 2 · ExpansionDriver Operational EfficiencyTime to value Short
  • UC 27Lifetime Value, Churn & Loyalty Economics
    Tier 2 · ExpansionDriver Revenue GrowthTime to value Short
  • UC 34Personalised Offers & Targeted Coupons
    Tier 3 · EmergingDriver Revenue GrowthTime to value Medium
08

Digital Commerce & Product Content

  • UC 25Conversational Shopping Assistant
    Tier 2 · ExpansionDriver Revenue GrowthTime to value Short
09

Customer Service & Aftersales

  • UC 22Contact-Centre QA & Service Quality
    Tier 2 · ExpansionDriver Customer ExperienceTime to value Short
10

Loss Prevention & Profit Protection

  • UC 15Return Fraud & Organised Networks
    Tier 2 · ExpansionDriver Risk ReductionTime to value Short
  • UC 36Payment Fraud & Promotion Abuse
    Tier 3 · EmergingDriver Risk ReductionTime to value Medium
  • UC 41Shrinkage & Self-Checkout Fraud
    Tier 3 · EmergingDriver Cost ReductionTime to value Medium
11

Finance & Business Operations

  • UC 17Till & Payment Instrument Reconciliation
    Tier 2 · ExpansionDriver Operational EfficiencyTime to value Short
  • UC 30Head-Office Assistant & Store P&L Analysis
    Tier 2 · ExpansionDriver Operational EfficiencyTime to value Medium
12

Property, Estate & Store Development

  • UC 40Refrigeration Uptime & Store Energy
    Tier 3 · EmergingDriver Cost ReductionTime to value Medium
  • UC 43New Store Site Selection
    Tier 3 · EmergingDriver Revenue GrowthTime to value Long
13

Product Compliance & Sustainability

  • UC 32Product Compliance, Labelling & Recall
    Tier 3 · EmergingDriver ComplianceTime to value Medium
  • UC 46Waste, Packaging & ESG Reporting
    Tier 3 · EmergingDriver ComplianceTime to value Medium

Delivery

How Neor delivers it

  • The platform runs on hardware you own, inside your own jurisdiction.
  • Open, auditable components — no proprietary lock-in and no black boxes.
  • One reusable engine per capability, extended function by function.
  • Operated by us while it beds in, then handed to your engineers to run.

Where domain depth is required

Returns-disposition economics, category ontology and the item × store × supplier document graph

Most of the map is built once and reused. This part is not — it stays with the people who know the process, working alongside your own specialists.

The other industries

Let's meet each other online!

Easily schedule your desired time to get a FREE 30-minute consultation with our expert team.

Ali Salmaji

Ali Salmaji

DevOps Solution Architect

Do you need more help?

Use the calendar below and choose a free time to arrange a meeting instantly.

Book a meeting