Movatterモバイル変換


[0]ホーム

URL:


Jump to content
WikipediaThe Free Encyclopedia
Search

Intelligent automation

From Wikipedia, the free encyclopedia
Software process that combines robotic process automation and artificial intelligence

Intelligent automation (IA), orintelligent process automation, is a software term that refers to a combination ofartificial intelligence (AI) androbotic process automation (RPA).[1] Companies use intelligent automation to cut costs and streamline tasks by using artificial-intelligence-powered robotic software to mitigate repetitive tasks.[1] As it accumulates data, the system learns in an effort to improve its efficiency.[2] Intelligent automation applications consist of but are not limited to, pattern analysis, data assembly, and classification.[2] The term is similar tohyperautomation, a concept identified by research groupGartner as being one of the top technology trends of 2020.[3][4]

Technology

[edit]

Intelligent automation applies the assembly line concept of breaking tasks into repetitive steps to improve business processes.[5] Rather than having humans do each step, intelligent automation can replace steps with an intelligent software robot or bot, improving efficiency.[6]

Intelligent automation integrates robotic process automation (RPA) with artificial intelligence techniques (such asmachine learning,natural-language processing, andcomputer vision) enabling systems to interpret data, make decisions, and adapt to changing inputs.[7] Modern platforms use a layered architecture combining workflow orchestration, low-code tools, integration middleware, and AI services to coordinate bots and data pipelines across organisational systems.[8]

Applications

[edit]

The technology is used to process unstructured content. Common real-world applications include self-driving cars, self-checkouts at grocery stores, smart home assistants, and appliances.[9] Businesses can apply data and machine learning to buildpredictive analytics that react to consumer behavior changes, or to implement RPA to improve manufacturing floor operations.[9][10]

For example, the technology has also been used to automate the workflow behind distributingCOVID-19 vaccines. Data provided by hospital systems’ electronic health records can be processed to identify and educate patients, and schedule vaccinations.[11]

Intelligent Automation can provide real-time insights on profitability and efficiency. However, in an April 2022 survey byAlchemmy, despite three quarters of businesses acknowledging the importance of Artificial Intelligence to their future development, just a quarter of business leaders (25%) considered Intelligent Automation a “game changer” in understanding current performance. 42% of CTOs see “shortage of talent” as the main obstacle to implementing Intelligent Automation in their business, while 36% of CEOs see ‘upskilling and professional development of existing workforce’ as the most significant adoption barrier.[12][13]

IA is becoming increasingly accessible for firms of all sizes. With this in mind, it is expected to continue to grow rapidly in all industries.[14] This technology has the potential to change the workforce. As it advances, it will be able to perform increasingly complex and difficult tasks.[15] In addition, this may expose certain workforce issues as well as change how tasks are allocated.[16] Tools such asSemrush'sAI Visibility Toolkit andEnterprise AIO reflect these developments by analysing how entities are referenced and represented within responses produced by large-language-model-based systems.[17]

Benefits

[edit]

Streamline Processes:

  • Repetitive manual tasks can put a strain on the workforce, these tasks can be automated to allow the workforce to work on more important matters that require human cognition.[15] Intelligent automation can also be used to mitigate tasks with human error which in turn increases proficiency.[15] This allows the opportunity for firms to scale production without the traditional negative consequences such as reduced quality or increased risk.[16]

Customer Service Improvement:

  • Customer service can be significantly improved, providing the firm with a competitive advantage.[16] IA utilizing chat features allows for instant curated responses to customers.[16] In addition, it can give updates to customers, make appointments, manage calls, and personalize campaigns.[14][15]

Flexibility:

  • Due to the wide range of applications, IA is useful across a variety of fields, technologies, projects and industries.[14] In addition, IA can be integrated with current automated systems in place.[14] This allows for optimized systems unique to each firm to best fit their individual needs.[14]

Capabilities

[edit]
  • Cognitive automation: Employs AI techniques to assist humans in decision-making and task completion
  • Natural language processing: Allows computers to automate knowledge work
  • Business process management: Enhances the consistency and agility of corporate operations
  • Process mining: Applies data mining methods to discover, analyze, and improve business processes
  • Intelligent document processing: Utilizes OCR and other advanced technologies to extract data from documents and convert it into structured, usable data
  • Computer vision: Allows computers to extract information from digital images, videos, and other visual inputs
  • Integration automation: Establishes a unified platform with automated workflows that integrate data, applications, and devices.

See also

[edit]

References

[edit]
  1. ^ab"Businesses Expected to Lean on Automation for Recovery".Wall Street Journal. May 20, 2020. RetrievedNovember 9, 2021.
  2. ^abRay, A. (2020). Intelligent automation: A new frontier in capital markets operations.Journal of Securities Operations & Custody,12(3), 266–277.
  3. ^"Gartner Announces Top 10 Strategic Technology Trends For 2020".Forbes. October 21, 2019. RetrievedNovember 9, 2021.
  4. ^Myers, Marie.Intelligent Automation: Bridging the Gap between Business and Academia. Chapman and Hall/CRC.ISBN 978-1003804024.
  5. ^"Succeed and compete with smarter, simpler and faster records management".www.unisys.com. 2022-09-19. Retrieved2023-08-24.
  6. ^"Software bots could be the future of business automation".Axios. July 20, 2021. RetrievedNovember 9, 2021.
  7. ^"What is intelligent automation?".IBM.
  8. ^Pascal, Bornet (2020).Intelligent Automation: Welcome To The World Of Hyperautomation: Learn How To Harness Artificial Intelligence To Boost Business & Make Our World More Human. WSPC.ISBN 978-9811235597.
  9. ^ab"Gartner says low-code, RPA, and AI driving growth in 'hyperautomation'".VentureBeat. April 28, 2021. RetrievedNovember 9, 2021.
  10. ^DEBANJANA, DASGUPTA (2021).Intelligent Automation Simplified: Learn Enterprise Automation, AI-Led Automation, and Robotic Process Automation with Use-cases. BPB Publications.ISBN 978-9391392543.
  11. ^"Notable Health seeks to improve COVID-19 vaccine administration through intelligent automation".Techcrunch. February 16, 2021. RetrievedNovember 9, 2021.
  12. ^"Two thirds of CEOs don't know where their business makes money, yet most don't see intelligent automation as a way to find out".Automation. 2022-04-27. Retrieved2022-05-08.
  13. ^"Intelligent Automation".Alchemmy. Retrieved2022-05-08.
  14. ^abcdeHiter, S. (2023). Overview of Intelligent Automation.eWeek, N.PAG-N.PAG.
  15. ^abcdWhat is Intelligent Automation? - Intelligent Process Automation Explained - AWS. (n.d.). Amazon Web Services, Inc. Retrieved December 3, 2023, fromhttps://aws.amazon.com/what-is/intelligent-automation/
  16. ^abcdWhat is Intelligent Automation? | IBM. (n.d.). Retrieved December 3, 2023, fromhttps://www.ibm.com/topics/intelligent-automation
  17. ^"Brands target AI chatbots as users switch from Google search".Financial Times.
Stub icon

This technology-related article is astub. You can help Wikipedia byexpanding it.

Retrieved from "https://en.wikipedia.org/w/index.php?title=Intelligent_automation&oldid=1322516440"
Categories:
Hidden categories:

[8]ページ先頭

©2009-2025 Movatter.jp