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[Accelerate business growth](#)[Accelerate business growth](https://www.verizon.com) Accelerate business growth - [Overview](https://www.verizon.com/business/solutions/accelerate-growth/) - [Grow with immersive experiences](https://www.verizon.com/business/solutions/accelerate-growth/immersive-experiences/) - [Simplify and secure payment processing](https://www.verizon.com/business/solutions/accelerate-growth/payment-options/) - [Elevate your quick service restaurant](https://www.verizon.com/business/solutions/accelerate-growth/quick-service-restaurant/) - [Secure your business](#)[Secure your business](https://www.verizon.com) Secure your business - [Overview](https://www.verizon.com/business/solutions/secure-your-business/) - [Core to edge network security](https://www.verizon.com/business/solutions/secure-your-business/safeguard-from-core-to-edge/) - [Small business cybersecurity solutions](https://www.verizon.com/business/solutions/secure-your-business/small-business-cybersecurity/) - [Fortify with business continuity solutions](https://www.verizon.com/business/solutions/secure-your-business/continuity/) - [Keep remote workers securely connected](https://www.verizon.com/business/solutions/secure-your-business/remote-continuity/) - [What's new](#)[What's new](https://www.verizon.com) What's new - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Go to all solutions](https://www.verizon.com/business/solutions/) Insights Insights [Insights](https://www.verizon.com) Insights - [Why Verizon](#)[Why Verizon](https://www.verizon.com) Why Verizon - [Why choose us](https://www.verizon.com/business/why-verizon/) - [Executive Briefing Program](https://www.verizon.com/business/why-verizon/executive-briefing-program/) - [Looking Glass](https://www.verizon.com/business/why-verizon/looking-glass/) - [Awards and recognition](https://www.verizon.com/business/why-verizon/industry-awards-and-recognition/) - [Events and webinars](#)[Events and webinars](https://www.verizon.com) Events and webinars - [Enterprise](https://www.verizon.com/business/resources/events/enterprise/) - [Small Business](https://www.verizon.com/business/resources/events/small-business/) - [Public Sector](https://www.verizon.com/business/resources/events/public-sector/) - [All events and webinars](https://www.verizon.com/business/resources/events/) - [Popular topics](#)[Popular topics](https://www.verizon.com) Popular topics - [Distance learning](https://www.verizon.com/business/resources/distance-learning/) - [5G Edge and why it matters](https://www.verizon.com/business/resources/edge/) - [Healthcare](https://www.verizon.com/business/resources/healthcare/) - [Improving CX](https://www.verizon.com/business/resources/improving-cx/) - [Network as a Service](https://www.verizon.com/business/resources/network-as-a-service/) - [New workplace](https://www.verizon.com/business/resources/new-workplace/) - [Public safety](https://www.verizon.com/business/resources/public-safety/) - [Security strategies](https://www.verizon.com/business/resources/security-strategy/) - [Scaling AI](https://www.verizon.com/business/resources/scaling-ai/) - [Featured resources](#)[Featured resources](https://www.verizon.com) Featured resources - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Mobile Security Index report](https://www.verizon.com/business/resources/reports/mobile-security-index/) - [Payment Security Report](https://www.verizon.com/business/reports/payment-security-report/) - [Gartner recognition](https://www.verizon.com/business/why-verizon/recognition/gartner/) - [Verizon Partner Network](https://www.verizon.com/business/resources/partner-network/) - [Customer success stories](#)[Customer success stories](https://www.verizon.com) Customer success stories - [$3.4B in retail sales with Verizon](https://www.verizon.com/business/resources/customer-success-stories/iot-connectivity-unattended-retail-operations/) - [City of Irving's priority connection](https://www.verizon.com/business/resources/customer-success-stories/5g-network-slicing-public-safety/) - [Supporting school safety](https://www.verizon.com/business/resources/customer-success-stories/status-solutions-network-school-safety-technology/) - [NHL's innovative Verizon partnership](https://www.verizon.com/business/resources/customer-success-stories/nhl-deployed-private-wireless-network/) - [All stories](https://www.verizon.com/business/resources/customer-success-stories/) - [All insights](https://www.verizon.com/business/resources/) [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) [](https://www.verizon.com/business/ "Verizon Business") [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) Close [Business](https://www.verizon.com/business/) [Personal](https://www.verizon.com/) Mobile Mobile [Mobile](https://www.verizon.com) - [Mobile plans](#) [Mobile plans](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Shop all plans](https://www.verizon.com/business/products/mobile/plans/) - [My Biz Plan](https://www.verizon.com/business/products/mobile/plans/my-biz/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Complete](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Device protection](https://www.verizon.com/business/products/mobile/plans/device-protection/) - [International services](https://www.verizon.com/business/products/plans/international/) - [TravelPass](https://www.verizon.com/business/products/plans/international/travel/#plan-options) - [Go to all mobile](https://www.verizon.com/business/products/mobile/) - [Phones](#) [Phones](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Shop all phones & devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Smartphones](https://www.verizon.com/business/shop/products/devices/smartphones) - [Bring your own device](https://www.verizon.com/business/shop/products/devices/smartphones/byod) - [Smartphone as a Service](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Certified pre-owned devices](https://www.verizon.com/business/shop/products/devices/certified-pre-owned) - [Basic phones](https://www.verizon.com/business/shop/products/devices/basic-phones) - [Desk and conference phones](https://www.verizon.com/business/shop/products/devices/deskphones) - [Trade in your device](https://www.verizon.com/business/products/mobile/trade-in/) - [Connected devices](#) [Connected devices](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Shop all devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Tablets](https://www.verizon.com/business/shop/products/devices/tablets) - [Laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Mobile hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [5G devices](https://www.verizon.com/business/shop/products/devices/5g) - [Smartwatches](https://www.verizon.com/business/shop/products/devices/smart-watches) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) - [Brands](#) [Brands](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) Internet Internet [Internet](https://www.verizon.com) - [Business Internet](#) [Business Internet](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Shop all Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Fios Business Internet](https://www.verizon.com/business/products/internet/fios/) - [5G Business Internet](https://www.verizon.com/business/products/internet/5g/) - [LTE Business Internet](https://www.verizon.com/business/products/internet/lte/) - [Backup and Flexible Use Internet](https://www.verizon.com/business/products/internet/backup-failover/) - [More](#) [More](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Internet Dedicated](https://www.verizon.com/business/products/internet/internet-dedicated/) - [Business Broadband](https://www.verizon.com/business/products/internet/business-broadband/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [TechTeam support](https://www.verizon.com/business/products/internet/techteam/) - [Internet usage calculator](https://www.verizon.com/business/products/networks/connectivity/lte-business-internet/lte-internet-usage-calculator/) - [Equipment and devices](#) [Equipment and devices](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Jetpacks and hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [TV](#) [TV](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Fios TV](https://www.verizon.com/business/products/business-tv/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/microchip-technology-advancements-are-bringing-us-closer-to-ai-edge-computing/) - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) Solutions Solutions [Solutions](https://www.verizon.com) Solutions - [Products](#)[Products](https://www.verizon.com) Products - [Mobile](#)[Mobile](https://www.verizon.com) Mobile - [Shop all mobile](https://www.verizon.com/business/products/mobile/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Mobile plans](https://www.verizon.com/business/products/mobile/plans/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Connected laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) - [Internet](#)[Internet](https://www.verizon.com) Internet - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [Fios TV](https://www.verizon.com/business/products/internet/business-tv/) - [Tech support](https://www.verizon.com/business/products/internet/service-protection-plan/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [Internet security solution](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Network](#)[Network](https://www.verizon.com) Network - [Overview](https://www.verizon.com/business/products/networks/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Managed network services](https://www.verizon.com/business/products/networks/managed-network-services/) - [Virtual network services](https://www.verizon.com/business/products/networks/virtual-network-services/) - [Connectivity](https://www.verizon.com/business/products/networks/connectivity/) - [Private 5G network](https://www.verizon.com/business/products/networks/connectivity/private-5g-network/) - [CPE and Subscription Services](https://www.verizon.com/business/products/networks/cpe-and-subscription-services/) - [Security](#)[Security](https://www.verizon.com) Security - [Overview](https://www.verizon.com/business/products/security/) - [DDoS Shield](https://www.verizon.com/business/products/security/network-cloud-security/ddos-shield/) - [Secure Access Service Edge (SASE)](https://www.verizon.com/business/products/security/network-cloud-security/sase-management/) - [Managed Security Services](https://www.verizon.com/business/products/security/network-cloud-security/security-device-monitoring-management/) - [Business Internet Secure](https://www.verizon.com/business/products/security/business-internet-secure/) - [Verizon Business Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Verizon Business Mobile Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/mobile-internet-security/) - [Mobile Device Management](https://www.verizon.com/business/products/security/mobile-device-management/) - [Mobile Threat Defense](https://www.verizon.com/business/products/security/mobile-threat-defense/) - [Business Mobile Secure Plus](https://www.verizon.com/business/products/security/business-mobile-secure-plus/) - [Voice and collaboration](#)[Voice and collaboration](https://www.verizon.com) Voice and collaboration - [Overview](https://www.verizon.com/business/products/voice-collaboration/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Webex Cloud Communications](https://www.verizon.com/business/products/voice-collaboration/webex-cloud-communications/) - [Verizon Calling Solutions for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/) - [VoIP phone services](https://www.verizon.com/business/products/voice-collaboration/voip/) - [Push to Talk Plus](https://www.verizon.com/business/products/voice-collaboration/push-talk-plus/) - [Business & Enterprise Messaging](https://www.verizon.com/business/products/voice-collaboration/business-sms-solutions/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [Plain Old Telephone Service](https://www.verizon.com/business/products/voice-collaboration/plain-old-telephone-service-replacement/) - [Contact centers and CX](#)[Contact centers and CX](https://www.verizon.com) Contact centers and CX - [Overview](https://www.verizon.com/business/products/contact-center-cx/) - [Cloud contact center](https://www.verizon.com/business/products/contact-center-cx/cloud-contact-center/) - [Voice security](https://www.verizon.com/business/products/contact-center-cx/voice-security/) - [Customer engagement](https://www.verizon.com/business/products/contact-center-cx/customer-engagement/) - [Voice services](https://www.verizon.com/business/products/contact-center-cx/voice-services/) - [Voice API solutions](https://www.verizon.com/business/products/contact-center-cx/voice-api/) - [Internet of Things](#)[Internet of Things](https://www.verizon.com) Internet of Things - [Overview](https://www.verizon.com/business/products/internet-of-things/) - [IoT devices](https://www.verizon.com/business/products/internet-of-things/devices/) - [IoT networks](https://www.verizon.com/business/products/internet-of-things/iot-networks/) - [5G Standalone & RedCap](https://www.verizon.com/business/products/internet-of-things/iot-networks/5g-standalone-redcap/) - [IoT platform (ThingSpace) and services](https://www.verizon.com/business/products/internet-of-things/iot-platform-and-services/) - [IoT applications](https://www.verizon.com/business/products/internet-of-things/iot-applications/) - [IoT Satellite Connectivity](https://www.verizon.com/business/products/internet-of-things/satellite-connectivity/) - [Fleet management](https://www.verizonconnect.com?utm_medium=referral&utm_source=verizon&lead=verizonReferral) - [5G Edge](#)[5G Edge](https://www.verizon.com) 5G Edge - [Overview](https://www.verizon.com/business/products/5g-edge/) - [Accelerated Access facial authentication](https://www.verizon.com/business/products/5g-edge/accelerated-access/) - [Crowd Analytics](https://www.verizon.com/business/products/5g-edge/crowd-analytics/) - [Go to all products](https://www.verizon.com/business/products/) - [Industry](#)[Industry](https://www.verizon.com) Industry - [Construction](#)[Construction](https://www.verizon.com) Construction - [Overview](https://www.verizon.com/business/solutions/industry/construction/) - [Future-ready worksites](https://www.verizon.com/business/solutions/industry/construction/future-ready-worksites/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/construction/efficient-operations/) - [Connected workforces](https://www.verizon.com/business/solutions/industry/construction/connected-workforces/) - [Data security](https://www.verizon.com/business/solutions/industry/construction/security-for-workforces-digital-data/) - [Healthcare](https://www.verizon.com/business/solutions/industry/healthcare/) - [Automotive](#)[Automotive](https://www.verizon.com) Automotive - [Overview](https://www.verizon.com/business/solutions/industry/automotive/) - [Connected vehicles](https://www.verizon.com/business/solutions/industry/automotive/autonomous-connected-vehicles/) - [Unified technology](https://www.verizon.com/business/solutions/industry/automotive/autonomous-vehicle-deployment-solutions/) - [Immersive vehicle experiences](https://www.verizon.com/business/solutions/industry/automotive/immersive-customer-vehicle-experiences/) - [Data security](https://www.verizon.com/business/solutions/industry/automotive/protecting-vehicle-and-customer-data/) - [Manufacturing](#)[Manufacturing](https://www.verizon.com) Manufacturing - [Overview](https://www.verizon.com/business/solutions/industry/manufacturing/) - [Enabling Industry 4.0](https://www.verizon.com/business/solutions/industry/manufacturing/smart-manufacturing-and-industry-4-0/) - [Improving your productivity](https://www.verizon.com/business/solutions/industry/manufacturing/connected-factories/) - [Enhancing your security](https://www.verizon.com/business/solutions/industry/manufacturing/data-protection-and-privacy-solutions/) - [Empowering your workforce](https://www.verizon.com/business/solutions/industry/manufacturing/connected-workforce/) - [Distribution & logistics](https://www.verizon.com/business/solutions/industry/distribution-logistics/) - [Retail](#)[Retail](https://www.verizon.com) Retail - [Overview](https://www.verizon.com/business/solutions/industry/retail/) - [Enterprise connectivity](https://www.verizon.com/business/solutions/industry/retail/digital-connectivity-in-business/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/retail/enhancing-customer-experiences/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/retail/operational-efficiency-with-iot/) - [Data protection](https://www.verizon.com/business/solutions/industry/retail/protecting-customer-payment-and-company-data/) - [Financial](#)[Financial](https://www.verizon.com) Financial - [Overview](https://www.verizon.com/business/solutions/industry/financial/) - [Better infrastructure](https://www.verizon.com/business/solutions/industry/financial/building-a-better-infrastructure/) - [Protect critical data Data security](https://www.verizon.com/business/solutions/industry/financial/protecting-critical-financial-data/) - [Personalized customer experiences](https://www.verizon.com/business/solutions/industry/financial/improving-customer-experience/) - [Real-time innovation](https://www.verizon.com/business/solutions/industry/financial/real-time-innovation/) - [Media & entertainment](#)[Media & entertainment](https://www.verizon.com) Media & entertainment - [Overview](https://www.verizon.com/business/solutions/industry/media-entertainment/) - [Intelligent venues](https://www.verizon.com/business/solutions/industry/media-entertainment/intelligent-venues-and-arenas/) - [Connected athletes](https://www.verizon.com/business/solutions/industry/media-entertainment/connected-athletes/) - [Enhance experiences](https://www.verizon.com/business/solutions/industry/media-entertainment/enhancing-customer-venue-experiences/) - [Data and IP protection](https://www.verizon.com/business/solutions/industry/media-entertainment/protect-ip-and-data/) - [Energy & utilities](#)[Energy & utilities](https://www.verizon.com) Energy & utilities - [Overview](https://www.verizon.com/business/solutions/industry/energy-and-utilities/) - [Connected smart grids](https://www.verizon.com/business/solutions/industry/energy-and-utilities/smart-grids/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/energy-and-utilities/operation-efficiencies/) - [Data security](https://www.verizon.com/business/solutions/industry/energy-and-utilities/safeguarding-data/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/energy-and-utilities/differentiated-cx/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - [All Industries](https://www.verizon.com/business/solutions/industry/) - [Small business](#)[Small business](https://www.verizon.com) Small business - [Overview](https://www.verizon.com/business/solutions/small-business/) - [Business Unlimited plans](https://www.verizon.com/business/products/mobile/plans/business-unlimited/) - [Business internet](https://www.verizon.com/business/products/internet/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Enterprise](#)[Enterprise](https://www.verizon.com) Enterprise - [Overview](https://www.verizon.com/business/solutions/enterprise/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Verizon AI Connect](https://www.verizon.com/business/solutions/ai-connect/) - [Verizon Mobile for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/unified-mobile/) - [Private 5G Network](https://www.verizon.com/business/products/networks/connectivity/private-5g-network/) - [5G Edge computing](https://www.verizon.com/business/solutions/business-intelligence/edge-computing/) - [Supercharge your IT with 5G](https://www.verizon.com/business/solutions/it-infrastructure/5g/) - [Better infrastructure](https://www.verizon.com/business/solutions/build-a-better-infrastructure/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [DBIR for Public Sector](https://www.verizon.com/business/resources/reports/2024-dbir-public-sector-snapshot.pdf) - [Security](https://www.verizon.com/business/products/security/) - 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Yet despite the impressive market size, innovation has not been fully exploited because many objects using AI, such as drones, need to communicate with a remote server, increasing latency, security issues and other risks. AI edge technology aims to bridge that divide by bringing computing to the edge. AI computing requires large amounts of compute power and storage, making it impractical to place in the end device itself using traditional server components. Recently, researchers have [created AI microchips](https://www.unite.ai/researchers-further-advance-microchips-bringing-us-closer-to-ai-edge-computing/), less than 4.5 millimeters across and weighing less than two ounces, that combine the central processing unit and random access memory. [Advancements in edge computing](https://www.verizon.com/business/resources/articles/edge-computing-examples-what-is-your-edge/) and microchips have helped to push AI to the device edge, opening up new opportunities for businesses to innovate in ways previously unthinkable. The AI edge not only leverages microchip technology to process data and even run applications, but it also helps reduce latency. There's also less of a need to transmit data back and forth from a central data center to process it and make the decisions. ### Software can make the edge smarter While [advances in hardware](https://www.eetimes.com/low-power-dram-can-meet-edge-ai-demands/) are necessary to bring AI to the edge, the technology is dependent on the software which allows the emulation of an intelligent system. Emergen Research estimated the [global AI edge software market size](https://www.emergenresearch.com/industry-report/edge-artificial-intelligence-software-market) reached $585.1 million in 2020 and will grow at a compound annual growth rate of 20.1% through to 2028. The evolution and growth of the edge and microchips are in response to diverse use cases that are, in part, enabled by other emerging and maturing technologies, such as 5G connectivity and the Internet of Things (IoT). For example: - [Fully autonomous vehicles](https://www.verizon.com/business/resources/articles/s/self-driving-cars-edge-computing-5g/) need access to data in near-real time to guide decisions that maintain traffic flow and ensure the safety of drivers, cyclists and pedestrians. - The edge and 5G connectivity also help enable the management and piloting of [emergency and other drones](https://www.verizon.com/business/resources/articles/s/the-role-of-emergency-drones-in-disaster-management/). - Smart cities are also driving the need for advanced microchip technology at the AI edge, as are manufacturing facilities as they adopt [Industry 4.0 technologies](https://www.twi-global.com/what-we-do/research-and-technology/technologies/industry-4-0#:~:text=Industry%204.0%20refers%20to%20the%20fourth%20industrial%20revolution%2C,advent%20of%20mechanisation%2C%20steam%20power%20and%20water%20power.) and best practices to optimize production. ### Hardware advancements With simple edge use cases demanding more intelligence and local processing capabilities, [software is key to enabling new hardware](https://engineering.princeton.edu/news/2021/02/24/rethinking-microchips-design-pushes-computing-edge). For moving computation to the edge to be successful, it must address the performance and energy efficiency of AI edge capabilities if they're to be made widely accessible and cost-effective. One technology that's well suited for the task is an application-specific integrated circuit (ASIC) chip, which addresses the need for higher levels of processing power. The benefit of using an ASIC is that it's a customized device, so the design and packaging are optimized for each use case, which makes it ideal for unique requirements (including size constraints). ASICs offer strong power efficiency for high-performance applications, a valuable feature for more complex edge computing. The flexibility of ASICs allow for the use of multiple voltages and multiple thresholds to match the performance of critical regions to their timing constraints, and therefore minimize power consumption. An alternative to ASICs are Field-Programmable Gate Arrays (FPGAs), which are well-suited for [accelerating domain-specific compute-intensive tasks](https://ieeexplore.ieee.org/document/9275399) because their hardware is also customizable, including high-performance and energy-efficient deep learning algorithms. Research from Arizona State University found that [FPGAs offer advantages](https://ren-fengbo.lab.asu.edu/content/are-fpgas-suitable-edge-computing-0) for edge computing, as they can deliver predictable performance and their hardware architecture can be adapted to provide consistent throughput. Meanwhile, Princeton researchers have also presented [their chip design](https://engineering.princeton.edu/news/2021/02/24/rethinking-microchips-design-pushes-computing-edge), which conducts computation and stores data in the same place through [in-memory computing](https://www.hpe.com/us/en/what-is/in-memory-computing.html), reducing the energy and time used to exchange information with dedicated memory. In-memory computing combined with different types of memory is [drawing substantial research interest](https://www.eetimes.com/in-memory-computing-ai-draws-research-interest) when it comes to solving AI challenges, including the development of neural networks that mimic the human brain while also being mindful of power consumption. ### Microchip technology advances enable autonomy Global Market Insights predicted the [global market value for AI chipsets](https://www.gminsights.com/industry-analysis/artificial-intelligence-ai-chipsets-market) is expected to grow from $8 billion in 2019 to more than $70 billion by 2026, driven by a surge in IoT devices with machine-learning capabilities and the development of smart cities. Companies that are deep into the development of microchip technology are predicting that AI applications will continue to be [integrated into the fabric of business success](https://blogs.synopsys.com/from-silicon-to-software/2022/01/06/ai-predictions-2022/). Not only will IoT continue to drive many opportunities, but it will be more autonomous as the AI edge becomes increasingly populated by more intelligent industrial machines, drones and robots, while services for the public become more intuitive. The edge will benefit from advances in centralized high-performance computing as microchip technology trickles down over time and AI exerts greater influence on chip design and new players enter the market. Businesses can expect the AI edge to mature and evolve rapidly over time so that more can be done more quickly with less dependence on a central data center. As the ecosystem of software and hardware grows at the edge, so will the number of building blocks to create new opportunities for innovation. Most of all, the AI edge not only enables new services but also allows businesses to understand how existing services are functioning and how they can be improved. By embedding more hardware-based intelligence in the home, office, manufacturing facilities and entire communities, individual lessons learned can be applied more broadly to benefit the broader population. Learn more about how AI edge [computing data analytics can help industries such as manufacturing](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/). *The author of this content is a paid contributor for Verizon.* 1 Gartner, *Gartner Forecasts Worldwide Artificial Intelligence Software Market to Reach $62 Billion in 2022*, Meghan Rimol, November 2021. - Related articles - Recently published Related articles ### Let's connect. Choose your country to view contact details. 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