{"id":1016700,"date":"2026-11-04T15:22:44","date_gmt":"2026-11-04T20:22:44","guid":{"rendered":"https:\/\/www.marketnewsdesk.com\/index.php\/enterprise-genai-focus-shifts-to-economics-operations-isg-studies\/"},"modified":"2026-11-04T15:22:44","modified_gmt":"2026-11-04T20:22:44","slug":"enterprise-genai-focus-shifts-to-economics-operations-isg-studies","status":"publish","type":"post","link":"https:\/\/www.marketnewsdesk.com\/index.php\/enterprise-genai-focus-shifts-to-economics-operations-isg-studies\/","title":{"rendered":"Enterprise GenAI Focus Shifts to Economics, Operations: ISG Studies"},"content":{"rendered":"

<\/p>\n

Enterprise GenAI Focus Shifts to Economics, Operations: ISG Studies<\/b><\/p>\n

Companies prioritize business outcomes over the most advanced technology, ISG Provider Lens\u00ae reports say<\/b><\/p>\n

STAMFORD, Conn.–(BUSINESS WIRE<\/a>)–
\nEnterprises worldwide continue to adopt generative AI but are increasingly focused on whether scaled deployments can be reliable, governed and economically viable, according to two new global research reports published today by Information Services Group (ISG<\/a>) (Nasdaq: III<\/a>), a global AI-centered technology research and advisory firm.<\/p>\n

\nThe 2026 ISG Provider Lens\u00ae<\/sup> Generative AI Services report finds that as enterprises deploy GenAI in more use cases, they seek providers to help address increasing complexity, economic pressures and work transformation. The Generative AI Services\u2015 Specialists report reveals that service providers with deep industry expertise are developing tailored GenAI architectures to solve the problems of specific businesses at production scale.<\/p>\n

\n\u201cMost companies have already carried out GenAI pilots and are building out deployments at scale,\u201d said Steve Hall, chief AI officer, ISG. \u201cThey need providers to convert that abundant machine cognition into meaningful enterprise change.\u201d<\/p>\n

\nIncreasing use of GenAI is shifting enterprise focus from architectural sophistication to the economics of the technology, which changes their expectations of large and midsize service providers. Often, large-scale conventional implementations of GenAI are creating more business impact than smaller-scale advanced applications. ISG research shows organizations want AI to deliver benefits including lower costs and higher agility, staff productivity, revenue and profit. By using AI for task automation, process optimization and data analysis, many are creating tangible value.<\/p>\n

\nAdvancing GenAI from experimentation to production scale reveals new requirements that companies need to understand and meet. For example, to consistently generate accurate and traceable outputs, a model needs to correctly interpret enterprise context as it evolves. This makes data and knowledge preparation essential. Getting functions such as security and observability right takes ongoing work rather than one-time implementation. Companies also need to determine where probabilistic outputs are adequate and where business processes require deterministic controls or human judgment.<\/p>\n

\nProduction-scale GenAI is also beginning to reshape enterprise operations in ways that some organizations are not prepared for. Amid signs that it is significantly improving tasks such as software development, customer interactions and decision-making, there is less evidence that companies are adapting roles, handoffs and operating models accordingly. Enterprises will need to determine where the low cost of machine cognition justifies a fresh look at how it fits in with human labor.<\/p>\n

\nSpecialist providers of GenAI services are moving from tightly coupled, single-stack implementations to modular architectures to increase flexibility. These allow enterprises to combine data, applications, AI models and deployment environments in different ways, so individual components can evolve without the whole environment being redesigned, ISG says. To build depth around specific models, specialist providers are collaborating closely with partners for early access to emerging models and platforms.<\/p>\n

\n\u201cPartnerships are becoming an essential part of successful specialization in industries and technologies,\u201d said Gowtham Kumar Sampath, ISG principal analyst and lead author of the report. \u201cJoint development and co-innovation can strengthen engineering expertise and accelerate solution development.\u201d<\/p>\n

\nThe reports also explore other trends in GenAI services, including the growing importance of AI systems participating directly in workflows and rising investment in ontologies to create structured representations of enterprise knowledge.<\/p>\n

\nFor more insights into the GenAI-related challenges faced by enterprises, along with ISG\u2019s advice for addressing them, see the ISG Provider Lens Focal Points briefing here<\/a>.<\/p>\n

\nThe Generative AI Services report evaluates 60 large and midsize providers across four quadrants: Strategy and Consulting Services\u2015 Large, Strategy and Consulting Services\u2015 Midsize, Development and Deployment Services\u2015 Large, and Development and Deployment Services\u2015 Midsize.<\/p>\n

\nThe report names Accenture, Accion Labs, Apexon, Ascendion, Birlasoft, Brillio, Capgemini, Cognizant, Cybage, EXL, Firstsource, HCLTech, Hexaware, IBM, Infosys, Konecta, NTT DATA, Persistent Systems, Softtek, TCS, Trigent, Unisys, Virtusa and Wipro as Leaders in two quadrants each. It names Atos and Deloitte as Leaders in one quadrant each.<\/p>\n

\nIn addition, HTC Global Services is recognized as a Rising Star \u2014 a company with a \u201cpromising portfolio\u201d and \u201chigh future potential\u201d by ISG\u2019s definition \u2014 in two quadrants. Atos and Tech Mahindra are recognized as Rising Stars in one quadrant each.<\/p>\n

\nThe Generative AI Services\u2015 Specialists report evaluates 22 providers across two quadrants: Strategy and Consulting Services \u2014 Specialists and Development and Deployment Services \u2014 Specialists.<\/p>\n

\nThe report names Fractal Analytics, Lingaro, Network Science, Quantiphi, Sigmoid, Straive, Tiger Analytics, Tredence and Version 1 as Leaders in two quadrants each.<\/p>\n

\nIn the area of customer experience, HCLTech (large), Persistent Systems (midsize), and 66Degrees (specialist) is named the global ISG CX Star Performer for 2026 among Generative AI Services (Large & Midsize) & (Specialists) providers. HCLTech (large), Persistent Systems (midsize) and 66Degrees (specialist) earned the highest customer satisfaction scores in ISG’s Voice of the Customer survey, part of the ISG Star of Excellence\u2122 program<\/a>, the premier quality recognition for the technology and business services industry.<\/p>\n

\nCustomized versions of the reports are available from Accion Labs<\/a>, Ascendion<\/a>, Cybage<\/a>, EXL<\/a>, Firstsource<\/a>, Hexaware<\/a>, UAI Labs<\/a>, Unisys<\/a> and Version 1<\/a>.<\/p>\n

\nThe 2026 ISG Provider Lens Generative AI Services report is available to subscribers or for one-time purchase on this webpage<\/a>. The Generative AI Services \u2014 Specialists report is available here<\/a>.<\/p>\n

About ISG<\/b><\/p>\n

ISG<\/a> (Nasdaq: III<\/a>) is a global AI-centered technology research and advisory firm. A trusted partner to more than 900 clients, including 75 of the world\u2019s top 100 enterprises, ISG is a long-time leader in technology and business services that is now at the forefront of leveraging AI to help organizations achieve operational excellence and faster growth. The firm, founded in 2006, is known for its proprietary market data and research, in-depth knowledge and governance of provider ecosystems, and the expertise of its 1,500 professionals worldwide working together to help clients maximize the value of their technology investments.<\/p>\n

\"\"<\/p>\n

View source version on businesswire.com: <\/span>https:\/\/www.businesswire.com\/news\/home\/20261103552795\/en\/<\/a><\/span><\/p>\n

Press Contacts:
\n
<\/b>
Laura Hupprich, ISG
\n
+1 203-517-3132
\n
laura.hupprich@isg-one.com
\n<\/a><\/p>\n

Erik Arvidson, Matter Communications for ISG
\n
+1 978-518-4542
\n
isg@matternow.com<\/a><\/p>\n

KEYWORDS:<\/b> Connecticut United States North America<\/p>\n

INDUSTRY KEYWORDS:<\/b> Software Data Analytics Internet Consulting Artificial Intelligence Data Management Professional Services Technology<\/p>\n

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Enterprise GenAI Focus Shifts to Economics, Operations: ISG Studies Companies prioritize business outcomes over the most advanced technology, ISG Provider Lens\u00ae reports say STAMFORD, Conn.–(BUSINESS WIRE)– Enterprises worldwide continue to adopt generative AI but are increasingly focused on whether scaled deployments can be reliable, governed and economically viable, according to two new global research reports published today by Information Services Group (ISG) (Nasdaq: III), a global AI-centered technology research and advisory firm. The 2026 ISG Provider Lens\u00ae Generative AI Services report finds that as enterprises deploy GenAI in more use cases, they seek providers to help address increasing complexity, economic pressures and work transformation. The Generative AI Services\u2015 Specialists report reveals that service providers with deep industry expertise are developing … <\/p>\n

Continue reading “Enterprise GenAI Focus Shifts to Economics, Operations: ISG Studies”<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-1016700","post","type-post","status-publish","format-standard","hentry"],"yoast_head":"\nEnterprise GenAI Focus Shifts to Economics, Operations: ISG Studies - Market Newsdesk<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.marketnewsdesk.com\/index.php\/enterprise-genai-focus-shifts-to-economics-operations-isg-studies\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enterprise GenAI Focus Shifts to Economics, Operations: ISG Studies - Market Newsdesk\" \/>\n<meta property=\"og:description\" content=\"Enterprise GenAI Focus Shifts to Economics, Operations: ISG Studies Companies prioritize business outcomes over the most advanced technology, ISG Provider Lens\u00ae reports say STAMFORD, Conn.–(BUSINESS WIRE)– Enterprises worldwide continue to adopt generative AI but are increasingly focused on whether scaled deployments can be reliable, governed and economically viable, according to two new global research reports published today by Information Services Group (ISG) (Nasdaq: III), a global AI-centered technology research and advisory firm. The 2026 ISG Provider Lens\u00ae Generative AI Services report finds that as enterprises deploy GenAI in more use cases, they seek providers to help address increasing complexity, economic pressures and work transformation. 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