From benchmarks to deployment: a comprehensive review of agentic AI evaluation.

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Title: From benchmarks to deployment: a comprehensive review of agentic AI evaluation.
Authors: Kehkashan, Tanzila1,2, tanzila.kehkashan@gmail.com, Abdullah, Muhammad2, malikabdmalik468@gmail.com, Al-Shamayleh, Ahmad Sami3, a.alshamayleh@ammanu.edu.jo, Ivković, Nikola4, nikola.ivkovic@foi.hr, Ismail, Nor Azman1, azman@utm.my, Ahmad, Sharifah Sakinah Syed5, sakinah@utem.edu.my, Rehman, Abdul2, m.abdulrehman.shoukat@gmail.com, Akhunzada, Adnan6, adnan.adnan@udst.edu.qa
Source: Artificial Intelligence Review; Aug2026, Vol. 59 Issue 8, p1-61, 61p
Database: Applied Science & Technology Source
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An: 194545618
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  Data: From benchmarks to deployment: a comprehensive review of agentic AI evaluation.
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  Data: <searchLink fieldCode="AU" term="%22Kehkashan%2C+Tanzila%22">Kehkashan, Tanzila</searchLink><relatesTo>1,2</relatesTo>, <i>tanzila.kehkashan@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Abdullah%2C+Muhammad%22">Abdullah, Muhammad</searchLink><relatesTo>2</relatesTo>, <i>malikabdmalik468@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Al-Shamayleh%2C+Ahmad+Sami%22">Al-Shamayleh, Ahmad Sami</searchLink><relatesTo>3</relatesTo>, <i>a.alshamayleh@ammanu.edu.jo</i><br /><searchLink fieldCode="AU" term="%22Ivković%2C+Nikola%22">Ivković, Nikola</searchLink><relatesTo>4</relatesTo>, <i>nikola.ivkovic@foi.hr</i><br /><searchLink fieldCode="AU" term="%22Ismail%2C+Nor+Azman%22">Ismail, Nor Azman</searchLink><relatesTo>1</relatesTo>, <i>azman@utm.my</i><br /><searchLink fieldCode="AU" term="%22Ahmad%2C+Sharifah+Sakinah+Syed%22">Ahmad, Sharifah Sakinah Syed</searchLink><relatesTo>5</relatesTo>, <i>sakinah@utem.edu.my</i><br /><searchLink fieldCode="AU" term="%22Rehman%2C+Abdul%22">Rehman, Abdul</searchLink><relatesTo>2</relatesTo>, <i>m.abdulrehman.shoukat@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Akhunzada%2C+Adnan%22">Akhunzada, Adnan</searchLink><relatesTo>6</relatesTo>, <i>adnan.adnan@udst.edu.qa</i>
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  Data: <searchLink fieldCode="JN" term="%22Artificial+Intelligence+Review%22">Artificial Intelligence Review</searchLink>; Aug2026, Vol. 59 Issue 8, p1-61, 61p
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        Value: 10.1007/s10462-026-11571-0
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        Text: English
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              Text: Aug2026
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              Y: 2026
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