Operational efficiency and resilience have become top priorities for organizations across manufacturing, logistics, and industrial operations.
Contents
Accelerated market dynamics, geopolitical uncertainty, rising costs, and increasing safety requirements are forcing organizations to rethink how they monitor operations and prevent disruptions. Traditional surveillance systems are no longer sufficient to meet these demands. Instead, organizations are turning to AI-powered computer vision to gain real-time insight, improve decision-making, and strengthen operational resilience.
This IDC Spotlight report, sponsored by Axis Communications, explores how scalable computer vision solutions are transforming industrial operations. Written by IDC Research Director Stefanie Naujoks, the paper examines how organizations can move beyond basic video surveillance and apply AI-driven computer vision to improve efficiency, safety, and resilience across complex environments.
Based on IDC research and real-world case studies, the report outlines how computer vision supports a wide range of use cases across factories, warehouses, transportation, and critical infrastructure.
You will learn how:
- Computer vision has evolved from traditional surveillance into a tool for operational intelligence
- Axis Communications enables AI-powered computer vision across edge, server, and cloud environments
- Monitoring production assets and critical infrastructure reduces downtime and maintenance costs
- AI-driven quality inspection identifies defects earlier and reduces rework
- Safety monitoring detects risks such as missing PPE and unsafe behaviors in real time
- Warehouse and transportation operations improve efficiency through visual inspection and optimization
- A platform-based approach supports scalability, cybersecurity, and centralized device management
The whitepaper categorizes computer vision use cases into three levels of complexity. Basic use cases focus on monitoring and detection using AI embedded in cameras. More advanced use cases integrate AI analytics with production systems to trigger automated actions. The most advanced scenarios combine computer vision with enterprise data and AI recommendations to support faster, higher-quality decision-making.
The report also addresses key challenges organizations must overcome, including selecting the right hybrid IT architecture, managing cybersecurity risks from IT and OT integration, and ensuring solutions can scale from pilots to enterprise-wide deployments.
This whitepaper is designed for manufacturing leaders, operations executives, logistics managers, and IT decision-makers seeking practical insight into how AI-powered computer vision can improve efficiency, resilience, and safety across industrial operations.
Download the whitepaper from Axis Communications to learn how scalable computer vision solutions can help organizations reduce costs, prevent disruptions, and build more resilient operations.
{
parent.activateValidation({"message":"This field is required.","minLength":1,"maxLength":"","type":"none","required":true,"expression":"null"}, el)
}}
/>
<${validation.ErrorMessage}
errors=${validation.errors}
name="mf-last-name"
as=${html``}
/>
parent.activateValidation({"message":"Please enter a business email address (no Gmail, Yahoo, or Outlook).","emailMessage":"Please enter a valid Email address","minLength":1,"maxLength":"","type":"by_expresssion_based","required":true,"expression":"^(?!.*@(gmail\\.com|yahoo\\.com|outlook\\.com|hotmail\\.com|icloud\\.com|live\\.com)$).*"}, el)}
/>
<${validation.ErrorMessage}
errors=${validation.errors}
name="mf-email"
as=${html``}
/>
{
parent.activateValidation({"message":"This field is required.","minLength":1,"maxLength":"","type":"none","required":true,"expression":"null"}, el)
}}
/>
<${validation.ErrorMessage}
errors=${validation.errors}
name="mf-company-name"
as=${html``}
/>
{
parent.activateValidation({"message":"This field is required.","minLength":1,"maxLength":"","type":"none","required":true,"expression":"null"}, el)
}}
/>
<${validation.ErrorMessage}
errors=${validation.errors}
name="mf-job-title"
as=${html``}
/>
<${props.Select}
className=${"mf-input mf-input-select " + ( validation.errors['mf-country-region'] ? 'mf-invalid' : '' )}
classNamePrefix="mf_select"
name="mf-country-region"
placeholder="${ parent.decodeEntities(`Select`) } "
isSearchable=${false}
options=${[{"label":"Afghanistan","value":"Afghanistan","isDisabled":false},{"label":"Albania","value":"Albania","isDisabled":false},{"label":"Algeria","value":"Algeria","isDisabled":false},{"label":"Andorra","value":"Andorra","isDisabled":false},{"label":"Angola","value":"Angola","isDisabled":false},{"label":"Antigua and Barbuda","value":"Antigua and Barbuda","isDisabled":false},{"label":"Argentina","value":"Argentina","isDisabled":false},{"label":"Armenia","value":"Armenia","isDisabled":false},{"label":"Australia","value":"Australia","isDisabled":false},{"label":"Austria","value":"Austria","isDisabled":false},{"label":"Azerbaijan","value":"Azerbaijan","isDisabled":false},{"label":"Bahamas","value":"Bahamas","isDisabled":false},{"label":"Bahrain","value":"Bahrain","isDisabled":false},{"label":"Bangladesh","value":"Bangladesh","isDisabled":false},{"label":"Barbados","value":"Barbados","isDisabled":false},{"label":"Belarus","value":"Belarus","isDisabled":false},{"label":"Belgium","value":"Belgium","isDisabled":false},{"label":"Belize","value":"Belize","isDisabled":false},{"label":"Benin","value":"Benin","isDisabled":false},{"label":"Bhutan","value":"Bhutan","isDisabled":false},{"label":"Bolivia","value":"Bolivia","isDisabled":false},{"label":"Bosnia and Herzegovina","value":"Bosnia and Herzegovina","isDisabled":false},{"label":"Botswana","value":"Botswana","isDisabled":false},{"label":"Brazil","value":"Brazil","isDisabled":false},{"label":"Brunei","value":"Brunei","isDisabled":false},{"label":"Bulgaria","value":"Bulgaria","isDisabled":false},{"label":"Burkina Faso","value":"Burkina Faso","isDisabled":false},{"label":"Burundi","value":"Burundi","isDisabled":false},{"label":"Cambodia","value":"Cambodia","isDisabled":false},{"label":"Cameroon","value":"Cameroon","isDisabled":false},{"label":"Canada","value":"Canada","isDisabled":false},{"label":"Chile","value":"Chile","isDisabled":false},{"label":"China","value":"China","isDisabled":false},{"label":"Colombia","value":"Colombia","isDisabled":false},{"label":"Costa Rica","value":"Costa Rica","isDisabled":false},{"label":"Croatia","value":"Croatia","isDisabled":false},{"label":"Cyprus","value":"Cyprus","isDisabled":false},{"label":"Czech Republic","value":"Czech Republic","isDisabled":false},{"label":"Denmark","value":"Denmark","isDisabled":false},{"label":"Dominican Republic","value":"Dominican Republic","isDisabled":false},{"label":"Ecuador","value":"Ecuador","isDisabled":false},{"label":"Egypt","value":"Egypt","isDisabled":false},{"label":"El Salvador","value":"El Salvador","isDisabled":false},{"label":"Estonia","value":"Estonia","isDisabled":false},{"label":"Ethiopia","value":"Ethiopia","isDisabled":false},{"label":"Finland","value":"Finland","isDisabled":false},{"label":"France","value":"France","isDisabled":false},{"label":"Georgia","value":"Georgia","isDisabled":false},{"label":"Germany","value":"Germany","isDisabled":false},{"label":"Ghana","value":"Ghana","isDisabled":false},{"label":"Greece","value":"Greece","isDisabled":false},{"label":"Hong Kong","value":"Hong Kong","isDisabled":false},{"label":"Hungary","value":"Hungary","isDisabled":false},{"label":"Iceland","value":"Iceland","isDisabled":false},{"label":"India","value":"India","isDisabled":false},{"label":"Indonesia","value":"Indonesia","isDisabled":false},{"label":"Ireland","value":"Ireland","isDisabled":false},{"label":"Israel","value":"Israel","isDisabled":false},{"label":"Italy","value":"Italy","isDisabled":false},{"label":"Japan","value":"Japan","isDisabled":false},{"label":"Kenya","value":"Kenya","isDisabled":false},{"label":"Kuwait","value":"Kuwait","isDisabled":false},{"label":"Latvia","value":"Latvia","isDisabled":false},{"label":"Lithuania","value":"Lithuania","isDisabled":false},{"label":"Luxembourg","value":"Luxembourg","isDisabled":false},{"label":"Malaysia","value":"Malaysia","isDisabled":false},{"label":"Malta","value":"Malta","isDisabled":false},{"label":"Mexico","value":"Mexico","isDisabled":false},{"label":"Morocco","value":"Morocco","isDisabled":false},{"label":"Netherlands","value":"Netherlands","isDisabled":false},{"label":"New Zealand","value":"New Zealand","isDisabled":false},{"label":"Nigeria","value":"Nigeria","isDisabled":false},{"label":"Norway","value":"Norway","isDisabled":false},{"label":"Pakistan","value":"Pakistan","isDisabled":false},{"label":"Philippines","value":"Philippines","isDisabled":false},{"label":"Poland","value":"Poland","isDisabled":false},{"label":"Portugal","value":"Portugal","isDisabled":false},{"label":"Qatar","value":"Qatar","isDisabled":false},{"label":"Romania","value":"Romania","isDisabled":false},{"label":"Russia","value":"Russia","isDisabled":false},{"label":"Saudi Arabia","value":"Saudi Arabia","isDisabled":false},{"label":"Singapore","value":"Singapore","isDisabled":false},{"label":"South Africa","value":"South Africa","isDisabled":false},{"label":"South Korea","value":"South Korea","isDisabled":false},{"label":"Spain","value":"Spain","isDisabled":false},{"label":"Sri Lanka","value":"Sri Lanka","isDisabled":false},{"label":"Sweden","value":"Sweden","isDisabled":false},{"label":"Switzerland","value":"Switzerland","isDisabled":false},{"label":"Thailand","value":"Thailand","isDisabled":false},{"label":"Turkey","value":"Turkey","isDisabled":false},{"label":"Ukraine","value":"Ukraine","isDisabled":false},{"label":"United Arab Emirates","value":"United Arab Emirates","isDisabled":false},{"label":"United Kingdom","value":"United Kingdom","isDisabled":false},{"label":"United States","value":"United States","isDisabled":false},{"label":"Vietnam","value":"Vietnam","isDisabled":false},{"label":"Zimbabwe","value":"Zimbabwe","isDisabled":false}]}
value=${parent.getValue("mf-country-region") ? [{"label":"Afghanistan","value":"Afghanistan","isDisabled":false},{"label":"Albania","value":"Albania","isDisabled":false},{"label":"Algeria","value":"Algeria","isDisabled":false},{"label":"Andorra","value":"Andorra","isDisabled":false},{"label":"Angola","value":"Angola","isDisabled":false},{"label":"Antigua and Barbuda","value":"Antigua and Barbuda","isDisabled":false},{"label":"Argentina","value":"Argentina","isDisabled":false},{"label":"Armenia","value":"Armenia","isDisabled":false},{"label":"Australia","value":"Australia","isDisabled":false},{"label":"Austria","value":"Austria","isDisabled":false},{"label":"Azerbaijan","value":"Azerbaijan","isDisabled":false},{"label":"Bahamas","value":"Bahamas","isDisabled":false},{"label":"Bahrain","value":"Bahrain","isDisabled":false},{"label":"Bangladesh","value":"Bangladesh","isDisabled":false},{"label":"Barbados","value":"Barbados","isDisabled":false},{"label":"Belarus","value":"Belarus","isDisabled":false},{"label":"Belgium","value":"Belgium","isDisabled":false},{"label":"Belize","value":"Belize","isDisabled":false},{"label":"Benin","value":"Benin","isDisabled":false},{"label":"Bhutan","value":"Bhutan","isDisabled":false},{"label":"Bolivia","value":"Bolivia","isDisabled":false},{"label":"Bosnia and Herzegovina","value":"Bosnia and Herzegovina","isDisabled":false},{"label":"Botswana","value":"Botswana","isDisabled":false},{"label":"Brazil","value":"Brazil","isDisabled":false},{"label":"Brunei","value":"Brunei","isDisabled":false},{"label":"Bulgaria","value":"Bulgaria","isDisabled":false},{"label":"Burkina Faso","value":"Burkina Faso","isDisabled":false},{"label":"Burundi","value":"Burundi","isDisabled":false},{"label":"Cambodia","value":"Cambodia","isDisabled":false},{"label":"Cameroon","value":"Cameroon","isDisabled":false},{"label":"Canada","value":"Canada","isDisabled":false},{"label":"Chile","value":"Chile","isDisabled":false},{"label":"China","value":"China","isDisabled":false},{"label":"Colombia","value":"Colombia","isDisabled":false},{"label":"Costa Rica","value":"Costa Rica","isDisabled":false},{"label":"Croatia","value":"Croatia","isDisabled":false},{"label":"Cyprus","value":"Cyprus","isDisabled":false},{"label":"Czech Republic","value":"Czech Republic","isDisabled":false},{"label":"Denmark","value":"Denmark","isDisabled":false},{"label":"Dominican Republic","value":"Dominican Republic","isDisabled":false},{"label":"Ecuador","value":"Ecuador","isDisabled":false},{"label":"Egypt","value":"Egypt","isDisabled":false},{"label":"El Salvador","value":"El Salvador","isDisabled":false},{"label":"Estonia","value":"Estonia","isDisabled":false},{"label":"Ethiopia","value":"Ethiopia","isDisabled":false},{"label":"Finland","value":"Finland","isDisabled":false},{"label":"France","value":"France","isDisabled":false},{"label":"Georgia","value":"Georgia","isDisabled":false},{"label":"Germany","value":"Germany","isDisabled":false},{"label":"Ghana","value":"Ghana","isDisabled":false},{"label":"Greece","value":"Greece","isDisabled":false},{"label":"Hong Kong","value":"Hong Kong","isDisabled":false},{"label":"Hungary","value":"Hungary","isDisabled":false},{"label":"Iceland","value":"Iceland","isDisabled":false},{"label":"India","value":"India","isDisabled":false},{"label":"Indonesia","value":"Indonesia","isDisabled":false},{"label":"Ireland","value":"Ireland","isDisabled":false},{"label":"Israel","value":"Israel","isDisabled":false},{"label":"Italy","value":"Italy","isDisabled":false},{"label":"Japan","value":"Japan","isDisabled":false},{"label":"Kenya","value":"Kenya","isDisabled":false},{"label":"Kuwait","value":"Kuwait","isDisabled":false},{"label":"Latvia","value":"Latvia","isDisabled":false},{"label":"Lithuania","value":"Lithuania","isDisabled":false},{"label":"Luxembourg","value":"Luxembourg","isDisabled":false},{"label":"Malaysia","value":"Malaysia","isDisabled":false},{"label":"Malta","value":"Malta","isDisabled":false},{"label":"Mexico","value":"Mexico","isDisabled":false},{"label":"Morocco","value":"Morocco","isDisabled":false},{"label":"Netherlands","value":"Netherlands","isDisabled":false},{"label":"New Zealand","value":"New Zealand","isDisabled":false},{"label":"Nigeria","value":"Nigeria","isDisabled":false},{"label":"Norway","value":"Norway","isDisabled":false},{"label":"Pakistan","value":"Pakistan","isDisabled":false},{"label":"Philippines","value":"Philippines","isDisabled":false},{"label":"Poland","value":"Poland","isDisabled":false},{"label":"Portugal","value":"Portugal","isDisabled":false},{"label":"Qatar","value":"Qatar","isDisabled":false},{"label":"Romania","value":"Romania","isDisabled":false},{"label":"Russia","value":"Russia","isDisabled":false},{"label":"Saudi Arabia","value":"Saudi Arabia","isDisabled":false},{"label":"Singapore","value":"Singapore","isDisabled":false},{"label":"South Africa","value":"South Africa","isDisabled":false},{"label":"South Korea","value":"South Korea","isDisabled":false},{"label":"Spain","value":"Spain","isDisabled":false},{"label":"Sri Lanka","value":"Sri Lanka","isDisabled":false},{"label":"Sweden","value":"Sweden","isDisabled":false},{"label":"Switzerland","value":"Switzerland","isDisabled":false},{"label":"Thailand","value":"Thailand","isDisabled":false},{"label":"Turkey","value":"Turkey","isDisabled":false},{"label":"Ukraine","value":"Ukraine","isDisabled":false},{"label":"United Arab Emirates","value":"United Arab Emirates","isDisabled":false},{"label":"United Kingdom","value":"United Kingdom","isDisabled":false},{"label":"United States","value":"United States","isDisabled":false},{"label":"Vietnam","value":"Vietnam","isDisabled":false},{"label":"Zimbabwe","value":"Zimbabwe","isDisabled":false}].filter(item => item.value === parent.getValue("mf-country-region"))[0] : []}
onChange=${(e)=> parent.handleSelect(e, "mf-country-region")}
ref=${() => {
register({ name: "mf-country-region" }, parent.activateValidation({"message":"This field is required.","minLength":1,"maxLength":"","type":"none","required":false}));
if ( parent.getValue("mf-country-region") === '' && false ) {
parent.setValue( 'mf-country-region', '', true );
parent.handleChange({
target: {
name: 'mf-country-region',
value: ''
}
});
}
}}
/>
<${validation.ErrorMessage}
errors=${validation.errors}
name="mf-country-region"
as=${html``}
/>
parent.handleCheckbox(el, 'onLoad')}
className="mf-checkbox multi-option-input-type"
id="mf-input-checkbox-5ed71da9">
<${validation.ErrorMessage}
errors=${validation.errors}
name="mf-concent"
as=${html``}
/>
The Tech Marketer relies on the contact information you provide to connect with you about our products and services. You have the option to unsubscribe from these communications at any time. For details on how to unsubscribe and to learn more about our privacy practices and Commitment to protecting your privacy, please refer to our Privacy Policy.
