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AI use cases

AI use cases in manufacturing

33 AI agents that manufacturing companies run today, grouped by the team they work for. For each one: the process, what the AI does, where people step in and the result the company reported.

Customer service

In production

~64% resolved without human

Parts availability and order status calls

North American replacement parts supplier

What the AI does
Captures model numbers on inbound calls, returns compatible parts with live inventory and pricing, texts purchase links and handles order status and cancellations.
Where people step in
Callers can ask for a human; after-hours callback requests go to an agent next morning.
Systems
Contact center · Inventory system · SMS

In production

97% of support emails automated

Shared support inbox email triage

Chemical manufacturer

What the AI does
Reads incoming support emails, categorizes them, detects spam and forwards each to the right department or specialist.
Where people step in
About 3% of emails are not automated.
Systems
Email

In production · reported 2026

~80% resolution rate

Appliance troubleshooting chat and service booking

New Zealand premium appliance maker

What the AI does
Identifies the appliance model, searches knowledge, manuals and CRM records, guides customers through troubleshooting and resolves routine requests.
Where people step in
Hands-on or out-of-scope issues go to a skilled rep with a summary and next steps.
Systems
CRM · Knowledge base · Document storage

In production · reported 2026

2-3x faster case resolution

Field technician briefs, diagnostics and parts lookup

New Zealand home appliance manufacturer

What the AI does
Summarizes the technician's schedule, writes pre-job briefs predicting likely faults and parts, gives step-by-step diagnostics and finds exact part numbers from manuals.
Where people step in
Retrieval uses only approved sources for the exact appliance; technicians can still call technical assistance.
Systems
Field service app · Knowledge base · Document storage

In production · reported 2026

75% of inquiries resolved by AI

Chat and email product support

UK premium electric golf trolley maker

What the AI does
Answers product, delivery, warranty and troubleshooting questions across chat and email.
Where people step in
Nuanced cases escalate to a human automatically; in-house staff cover weekdays, partner staff weekends.
Systems
Helpdesk · E-commerce platform · Web chat · Email

Sales

In production · reported 2026

280,000 chats in first 4 months

Pre- and post-purchase shopping guidance

US home appliance company

What the AI does
Helps customers find and compare products, tracks orders, registers warranties, starts returns and finds compatible replacement parts.
Where people step in
After three failed attempts, customers are directed to request a live rep follow-up.
Systems
E-commerce platform · Order management · ERP · CRM

In production

76% sales chats resolved first contact

Sales chat, HR help and agent copilot

German global engineering company

What the AI does
Resolves industrial sales chats on first contact, answers employee HR questions and assists contact center service specialists.
Where people step in
A copilot assists human service specialists.
Systems
Web chat · Contact center

In production · reported 2026

$1M revenue from fully AI-handled conversations

Window covering support across chat, email and voice

Global custom window coverings company

What the AI does
Answers measuring, delivery and installation questions and walks customers step by step through installing blinds.
Where people step in
Local teams run daily QA and write their own agent operating procedures.
Systems
Helpdesk · Contact center · E-commerce platform

In production

Farmers reduced chemical usage by 70%

Agronomic recommendations for farmers

US agricultural equipment manufacturer

What the AI does
Gives farmers agronomic recommendations during planting season, with accuracy measured by custom evaluation systems.
Where people step in
Domain experts review real-world examples to build the accuracy evaluations.

In production · reported 2026

Lead response days to minutes

Inbound lead engagement and qualification

German global industrial technology company

What the AI does
Follows up on inbound leads, chats with prospects to capture budget, timeline and interest and routes high-intent leads to sellers with context.
Where people step in
Guardrails keep the agent on qualification; qualified leads go to human sellers.
Systems
CRM · Data warehouse · ERP

Operations

In production

97% of support emails automated

Shared support inbox email triage

Chemical manufacturer

What the AI does
Reads incoming support emails, categorizes them, detects spam and forwards each to the right department or specialist.
Where people step in
About 3% of emails are not automated.
Systems
Email

In production · reported 2022

71% STP rate

Customer purchase order capture into ERP

North American salt producer

What the AI does
Extracts data from customer purchase orders and passes it to the ERP.
Where people step in
People validate 29% of documents; the model learns from their validation data.
Systems
ERP

In production · reported 2025

100-hour process automated

CAD design validation for manufacturability

Automotive supplier

What the AI does
Analyzes CAD files for component designs and checks them against engineering standards and manufacturability.
Where people step in
Exceptions are served up for human review.
Systems
CAD

In production

Learning curve 3-6 months to few weeks

Machine repair guidance for technicians

US EV battery manufacturer

What the AI does
Parses millions of past repair tickets, sensor data and documents to suggest repair steps, then records resolution steps to improve the system.
Where people step in
Technicians perform the repairs; the AI suggests steps.
Systems
Data platform · Sensor data · Repair tickets

In production · reported 2026

2-3x faster case resolution

Field technician briefs, diagnostics and parts lookup

New Zealand home appliance manufacturer

What the AI does
Summarizes the technician's schedule, writes pre-job briefs predicting likely faults and parts, gives step-by-step diagnostics and finds exact part numbers from manuals.
Where people step in
Retrieval uses only approved sources for the exact appliance; technicians can still call technical assistance.
Systems
Field service app · Knowledge base · Document storage

Finance

In production

6% savings

Freight invoice audit and BOL standardization

Mid-market US process manufacturer

What the AI does
Extracts and standardizes shipment document data, codes GL accounts, calculates weights and audits carrier invoices for overcharges.
Where people step in
Supply chain experts support quarterly business reviews and carrier negotiations.
Systems
TMS

In production

80-90% automated before human review

FP&A flash reporting and variance commentary

Regional food company

What the AI does
Collects inputs, sends follow-ups and escalations, consolidates data, and writes variance explanations and CFO report commentary.
Where people step in
An FP&A manager supervises the agent and reviews reports before release.
Systems
ERP · Spreadsheets

In production

13,500 hours saved

AP invoice ingestion, GL coding and posting

North American industrial lifting distributor

What the AI does
Ingests invoices in different formats, GL-codes them, updates the ERP and routes exceptions across 45+ branches.
Where people step in
Exceptions go to the AP team or the branches.
Systems
ERP

In production · reported 2021

$25.5M invalid deductions recovered annually

Retailer deductions management

Consumer packaged goods company

What the AI does
Aggregates retailer claims, validates deductions and automates dispute correspondence to recover invalid deductions.
Where people step in
Analysts work disputes with AI support.
Systems
ERP

In production · reported 2022

71% STP rate

Customer purchase order capture into ERP

North American salt producer

What the AI does
Extracts data from customer purchase orders and passes it to the ERP.
Where people step in
People validate 29% of documents; the model learns from their validation data.
Systems
ERP

Procurement

In production

125k events with zero human intervention

Tail-spend RFx from demand to award

Global industrial goods manufacturer

What the AI does
Runs the RFx cycle inside ERP workflows, creating events, inviting suppliers, collecting bids and recommending awards, often with no human involvement.
Where people step in
Buyers stay involved in events that are not eligible for autonomy.
Systems
ERP

In production

3.7x year-one ROI

Requisition-to-sourcing workflow in Latin America

Global packaging manufacturer

What the AI does
Turns purchasing requests into sourcing events, engages suppliers and sends award details back to the procurement system automatically.
Where people step in
Requests are reviewed in the purchasing system before sourcing; buyers receive routed spend.
Systems
Procurement system

In production

30% reduction in supply-driven stockouts

Supplier PO commitment follow-up

Global manufacturer

What the AI does
Monitors supplier emails, classifies responses as confirmed, delayed, partial or no response, sends follow-ups and flags at-risk orders.
Where people step in
Planners resolve flagged exceptions; the ERP stays the system of record.
Systems
ERP · Email

In production

21% average savings across sourcing projects

Supplier document processing and sourcing

US specialty chemicals manufacturer

What the AI does
Monitors supplier inboxes, classifies certificates of analysis and receiving documents, extracts lot and batch data, updates the ERP and runs sourcing.
Where people step in
Exceptions go to the team for review.
Systems
ERP · Email

In production

2,600+ POs/yr automated

MRO purchase order creation and supplier follow-up

US sustainable packaging manufacturer

What the AI does
Creates routine POs from MRP outputs, contacts suppliers for acknowledgements and tracks PO status in one place.
Where people step in
Buyers get price, quantity or payment-term mismatches as tasks and step in only then.
Systems
MRP

Supply chain

In production

30% reduction in supply-driven stockouts

Supplier PO commitment follow-up

Global manufacturer

What the AI does
Monitors supplier emails, classifies responses as confirmed, delayed, partial or no response, sends follow-ups and flags at-risk orders.
Where people step in
Planners resolve flagged exceptions; the ERP stays the system of record.
Systems
ERP · Email

In production

6% savings

Freight invoice audit and BOL standardization

Mid-market US process manufacturer

What the AI does
Extracts and standardizes shipment document data, codes GL accounts, calculates weights and audits carrier invoices for overcharges.
Where people step in
Supply chain experts support quarterly business reviews and carrier negotiations.
Systems
TMS

In production

21% average savings across sourcing projects

Supplier document processing and sourcing

US specialty chemicals manufacturer

What the AI does
Monitors supplier inboxes, classifies certificates of analysis and receiving documents, extracts lot and batch data, updates the ERP and runs sourcing.
Where people step in
Exceptions go to the team for review.
Systems
ERP · Email

In production

2,600+ POs/yr automated

MRO purchase order creation and supplier follow-up

US sustainable packaging manufacturer

What the AI does
Creates routine POs from MRP outputs, contacts suppliers for acknowledgements and tracks PO status in one place.
Where people step in
Buyers get price, quantity or payment-term mismatches as tasks and step in only then.
Systems
MRP

In production

$4.9M value from stockout prevention

Stockout prevention and delivery rescheduling

Dutch global brewer

What the AI does
Combines brewery, warehouse and customer data with vessel monitoring, detects likely out-of-stock events and adjusts delivery schedules automatically.
Where people step in
Teams resolve the distributor alerts the system surfaces.
Systems
Data platform · Warehouse data · Vessel monitoring

HR

In production · reported 2025

70% HR efficiency increase

HR shared services queries and onboarding

Global Japanese conglomerate

What the AI does
Resolves HR policy, leave and expense questions and runs onboarding workflows across regions and policies.
Where people step in
The HR operations team handles the rest and gives training feedback.
Systems
Helpdesk · Issue tracker · Identity management · Slack/Teams

In production

-80% HR resolution time

Employee HR helpdesk and transactions

US semiconductor company, ~30,000 employees

What the AI does
Gives role- and region-specific HR answers, lets employees and managers complete high-volume HR transactions and sends approvals to managers in Teams.
Where people step in
Moments that matter and critical issues are escalated to HR professionals automatically.
Systems
HR system · Helpdesk · Knowledge base · Slack/Teams

In production

76% sales chats resolved first contact

Sales chat, HR help and agent copilot

German global engineering company

What the AI does
Resolves industrial sales chats on first contact, answers employee HR questions and assists contact center service specialists.
Where people step in
A copilot assists human service specialists.
Systems
Web chat · Contact center

IT

In production

74% automation rate

Employee IT support assistant

Global confectionery and pet care manufacturer

What the AI does
Answers employee IT questions in multiple languages and lets employees create, check, escalate and comment on tickets from the assistant.
Where people step in
Complex issues go to live agents with full context and real-time assistance.
Systems
Helpdesk

In production

88% autonomous resolution

IT support for acquired-company onboarding

Global infrastructure technology company

What the AI does
Resolves IT issues and handles access and credential requests during onboarding spikes after acquisitions.
Where people step in
Unresolved issues go to the IT team.

In production

MTTR down 40-50%

Employee IT support assistant

Dutch paints and coatings manufacturer

What the AI does
Answers employee questions in many languages and automates password resets and distribution-list changes.

In production · reported 2026

5 agent ecosystems governed

Product knowledge assistant for inquiries

Belgian visualization technology company

What the AI does
Answers product-specific questions from customers, partners and employees using the knowledge base and documentation, with agents coordinated across sales, service and finance.
Systems
Integration platform · CRM · ERP · Knowledge base

Marketing

In production · reported 2026

Lead response days to minutes

Inbound lead engagement and qualification

German global industrial technology company

What the AI does
Follows up on inbound leads, chats with prospects to capture budget, timeline and interest and routes high-intent leads to sellers with context.
Where people step in
Guardrails keep the agent on qualification; qualified leads go to human sellers.
Systems
CRM · Data warehouse · ERP

In production

5M AI conversations

Consumer brand advice across messaging channels

German consumer goods company

What the AI does
Answers product questions as brand advisors and captures consumer insight across markets and languages on web chat and social messaging channels.
Systems
Web chat · WhatsApp · Social messaging · CRM

Anonymised summaries of public case studies published from 2023 to 2026. Company and vendor names are withheld. Figures are as the companies reported them; they are not Retexa results.

Questions

AI in manufacturing

What are the most common AI use cases in manufacturing?

In the 33 public cases we collected, AI agents in manufacturing work mostly in customer service, sales and operations. Examples: parts availability and order status calls; shared support inbox email triage; appliance troubleshooting chat and service booking.

Where do people stay in the loop?

Each card says where people step in. In this industry, for example: callers can ask for a human; after-hours callback requests go to an agent next morning; about 3% of emails are not automated.

Are these Retexa results?

No. These are anonymised summaries of public case studies from 2023 to 2026, with company and vendor names withheld. Figures are as the companies reported them. Retexa builds the same kind of agents on top of the systems you already run.

Other industries

More AI use cases

See every industry and team on one map

AI use cases in logistics and freight31 examplesAI use cases in banking and finance33 examplesAI use cases in insurance32 examplesAI use cases in telecom13 examplesAI use cases in retail and e-commerce30 examplesAI use cases in healthcare37 examplesAI use cases in energy and utilities17 examplesAI use cases in travel and hospitality20 examplesAI use cases in real estate15 examplesAI use cases in government17 examplesAI use cases in software and SaaS35 examplesAI use cases in media and entertainment19 examplesAI use cases in automotive15 examplesAI use cases in consumer services21 examplesAI use cases in professional services26 examplesAI use cases in education9 examples

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