Who Is the Market Leader in IT Services?

IT services leaders navigate choppy macroeconomic waters as discretionary spending tightens

Increased managed services activities around cost optimization and streamlined business processes and the recovering BFSI segment will help vendors alleviate revenue growth pressures in 2025

Due to tightened discretionary spending, the top 10 IT services revenue leaders continued to experience decelerating or declining trailing 12-month (TTM) revenue growth year-to-year in U.S. dollars during 3Q24. Accenture’s revenue landed above the midpoint of the company’s guided range, as Accenture leveraged its scale and broad-based functional and technology expertise across service lines to drive sales around helping clients build and manage secure foundations. Accenture’s FY24 total revenue growth of only 1.2% year-to-year — compared to 4.1% in FY23 and 21.9% in FY22 — reflects the choppy macroeconomic environment Accenture has been navigating, particularly in Accenture Strategy & Consulting, as buyers continue to limit discretionary spending.
 
At the same time, managed services enabled through Accenture Technology and Accenture Operations remains a strategic priority for clients seeking to drive cost optimization and streamline business processes, evidenced by Managed Services growth of 4.6% year-to-year in 3Q24 and 3.9% year-to-year in FY24.
 

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Tata Consultancy Services (TCS), which currently ranks No. 2 in revenue in TBR’s IT Services Vendor Benchmark, has noted that clients remain cautious about spending, but the company’s solid internal execution has led to deal momentum across markets. Banking, financial services and insurance (BFSI), TCS’ largest revenue-contributing segment, is rebounding, which indicates a positive trajectory for the company heading into 2025.

IT services operating margins are stabilizing

Average TTM operating margin contracted for 4 of the top 10 category leaders

Operating margin performance is stabilizing in IT services, as just four of the top 10 margin leaders experienced year-to-year TTM operating margin contractions in 3Q24, compared to eight of the top 10 margin leaders experiencing margin contractions in 3Q23.
 
Infosys’ TTM operating margin declined 40 basis points year-to-year in 3Q24, landing within the guided range of between 20% and 22%. The use of generative AI (GenAI)-enabled sales automation tools, such as the Navi sales assistant, which accelerates time to insight, will help Infosys further improve utilization and decrease its reliance on sales support personnel. This will bolster the company’s margin, provided Infosys can withstand potential clients’ requests to lower pricing related to the use of automation.
 
TCS’ TTM operating margin improved 40 basis points year-to-year in 3Q24 as wage inflation appears to have leveled off and overall headcount remains stable. We expect TCS’ operating margin to remain in a similar range for the foreseeable future, as the company’s pricing flexibility, supported by its lower-cost resources, can help offset cost increases.
 
Wipro IT Services’ (ITS) TTM operating margin increased 10 basis points year-to-year in 3Q24 as the company benefits from operational improvements. While Wipro ITS faces pressures from furloughs and salary increases, it benefits from streamlined operations and a successful sales strategy to drive margin improvements. However, Wipro ITS’ margin performance might worsen as the company executes on training programs to build industry and technology capabilities in an effort to better work with clients, as well as expands its pool of AI experts, which currently consists of 44,000 employees.

IT services market outlook

Average revenue growth for benchmarked vendors will accelerate but also remain pressured due to macroeconomic challenges

TBR estimates IT services TTM revenue will increase slightly in 4Q24 compared to revenue growth of 0.1% in 3Q24 and a deceleration from revenue growth of 3.5% in 4Q23. Demand for greater productivity and lower costs continues to create digital transformation opportunities around finance and supply chain improvement, cloud modernization, and application development. Lingering pressures in discretionary spending negatively affected consulting activities and backlog realization in 3Q24, and this trend will continue in 4Q24. However, managed services activities are picking up speed as clients strive to optimize costs and streamline business processes.

TBR vendor spotlights

Accenture added $785 million in net-new revenue in FY24, the lowest amount since FY09 and FY10, following the financial crisis. We expect Accenture to improve performance and add over $3 billion in net-new sales in FY25. Maintaining a strong household name among IT buyers often comes at a price, with the company accelerating its acquisition activity to protect its turf. While Accenture has added new skills and IP that can help drive long-term organic revenue, the company’s acquisitions have also helped to buy short-term revenue growth as half of the projected expansion in FY25 will be due to inorganic contribution. Additionally, Accenture’s aggressive investment activity within the GenAI space has left partners and rivals wondering why Accenture is making so many acquisitions now when all vendors face similar challenges when it comes to securing the data quality needed to explore the full potential of the technology.
 
TCS’ core capabilities in integration, application and outsourcing services engagements sustain its healthy revenue growth levels. To reach the upper range of its revenue growth targets, TCS is strategically investing in GenAI capabilities. By initially focusing on lower-risk, high-volume applications like chatbots and virtual assistants, TCS is building a strong foundation of AI expertise. As GenAI matures in the market, the company aims to expand its offerings, positioning TCS to capitalize on the GenAI-related market opportunity and deliver enhanced value to clients. The company’s continued development of proprietary software and platforms aims to attract clients and support engagements as a foundational framework.

 

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3Q24 Federal IT Services Benchmark

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Expansion accelerated in the federal IT market in 3Q24 as renewed M&A activity by several federal IT vendors augmented strong, stable demand for digitally based IT modernization

Statutory year-to-year revenue growth for the 11 benchmarked vendors in the U.S. federal market on a weighted average basis rose 100 basis points sequentially, increasing from 8.3% in 2Q24 to 9.3% in 3Q24. Acquisitions by AFS (Cognosante), BAH (PAR Government Systems Corporation [PGSC]), CACI (Quadrint in 1Q24 and Azure Summit Technologies [AST] in 3Q24), CGI Federal (Aeyon), General Dynamics Technologies (Iron EagleX) and KBRWyle (LinQuest) generated an inorganic tailwind to overall market growth of roughly 180 basis points in 3Q24.
 
Federal IT executives (e.g., CACI CEO John Mengucci) have indicated that the M&A market became more buyer-friendly during 2024, prompting several benchmarked vendors to leverage acquisitions to address portfolio gaps in multiple areas, including digital transformation (DT) and emerging technologies for classified defense and intelligence operations. Vendors have been acquiring, and will continue to hunt for, smaller peers with scalable cloud and digital modernization capabilities as well as deep existing (and likely cloud-related) relationships with federal agencies.
 
Underpinning inorganic market growth is enduring robust demand for digitally transformative technologies in AI, cloud, analytics and data science, as well as the continued need to upgrade baseline IT infrastructures across the federal sector to accommodate digital modernization.
 

Graph: 3Q24 Federal Market Year-to-year Growth (Source: TBR)

3Q24 Federal Market Year-to-year Growth (Source: TBR)

Civil agencies continue to aggressively invest in cybersecurity, health IT and Agile-based software systems, leading to sustained double-digit civil sector IT spending growth

Weighted average growth in the civilian sector accelerated 80 basis points sequentially, rising from 9.6% in 2Q24 to 10.4% in 3Q24. Vendors including BAH and Leidos have posted multiple quarters of double-digit growth in their respective civil units as of 3Q24, with robust rates of growth expected to persist well into 2025. Sector growth was sustained at or near 10% throughout federal fiscal year 2024 (FFY24) as demand among civil agencies remains robust for comprehensive zero-trust and cyber incident support solutions, particularly by the U.S. Department of Homeland Security (DHS), the Department of Health and Human Services (HHS), the IRS and NASA.
 
Attracting and retaining cybersecurity talent also remain top priorities for nearly all civilian agencies, which are tapping vendors like AFS, BAH and Deloitte Federal for human resource advisory services. NASA launched an eight-year, $2 billion program, NASA Consolidated Applications and Platform Services (NCAPS), during 3Q24 to develop and deploy Agile-based software for over 200 IT systems, with vendors including CACI among the primary awardees.
 
Health IT is generating new revenue and profit streams for the benchmarked vendors, and agencies including the HHS (and its subagencies, CMS, the CDC and NIH) are seeking agencywide AI and analytics adoption services. The top five benchmarked vendors in year-to-year civilian sector revenue growth in 3Q24 were AFS (25%), BAH (16.1%), SAIC (10.8%), Maximus (9.3%) and CACI (7.9%).

Federal IT spending remained robust throughout FFY24, and the market appears poised for another strong year in FFY25, even as CY25 begins with yet another continuing resolution

TBR projects weighted average year-to-year federal IT services revenue growth for the 11 benchmarked companies will decelerate to between 8% and 8.5% in 4Q24, down from 9.3% in 3Q24. We anticipate weighted average year-to-year revenue growth in the defense sector will fall to between 6.8% and 7.3% in 4Q24, down from 8.6% in 3Q24, while civilian revenue growth remains between 10% and 10.5% in 4Q24, in line with the 10.4% increase in 3Q24.
 
Four leading federal systems integrators — BAH, CACI, Leidos and SAIC — as well as smaller federal IT peer KBRWyle elevated their respective revenue growth forecasts for their current fiscal year when tendering 3Q24 fiscal results, indicators that the federal IT macro environment will remain mostly growth-friendly through FFY25.
 
The new federal fiscal year began with a continuing resolution (CR) that extended government funding until Dec. 20, when a subsequent CR was enacted to fund federal operations until March 14, 2025. Further CR extensions in FFY25 would cause budget delays that could impede the ability of federal IT contractors to convert backlog into revenue, but most vendors expect revenue growth to remain on a solidly upward growth trajectory in FFY25.
 

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Pressures on resource management teams at federal IT contractors continue easing as the federal technology labor market returns to pre-pandemic rates of employee attrition and retention

Federal IT vendors are expanding training of their workforces across a variety of emerging technologies, including AI, analytics, cloud, EW, SIGINT and communications. The competition for talent in federal IT continues to cool, according to executives at several vendors, who have indicated that current trends in the labor market in federal technology are reminiscent of those seen in 2020. Recruiting and upskilling initiatives at federal IT vendors emphasize skills in AI/GenAI, machine learning and security technologies.

Spotlight on IT and professional services vendors serving the public sector: Resource management

Leidos CFO Chris Cage noted in the company’s 3Q24 earnings discussion that employee retention levels remain at all-time highs, as the federal IT labor market continues to cool after the hyper-competitive, post-pandemic period. BAH CFO Matt Calderone indicated his firm received over 100,000 applications in one month during 3Q24.
 
Amanda Christian, CACI SVP of Contracts and Subcontracts, is leading an effort to consolidate the company’s finance, accounting, contracts and subcontracts activities to enhance cross-collaboration and improve the company’s already strong win rates on net-new awards and recompetes.
 
Peraton continued to support Dakota State University’s CybHER Security Institute this summer to encourage young girls to pursue careers in cybersecurity. The company has recently ramped up its efforts to develop a cybersecurity talent pipeline. Peraton has promised to double its related apprenticeships, hire over 200 interns, set up an initiative to help people pivot into cybersecurity, and expand its ties with community colleges over the course of 2024.

 

2H24 Hyperconverged Platforms Customer Research

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Turmoil over VMware’s licensing changes for VCF could cause customers to shift to other hyperconverged platforms or even to move away from HCI altogether and toward public cloud

Artificial intelligence

Although AI has been part of HCI workloads for some time, industry hype has brought more attention to both AI-enabled workloads and AI running as its own workload. Respondents cited AI as the top workload being run on HCI, and indicated AI is enabling a number of other workloads, including database management, business intelligence/ analytics, business apps (CRM, ERP), data backup, disaster recovery and IoT.
 
When it comes to generative AI (GenAI), the majority of the respondents’ organizations had already implemented GenAI into some of their business workflows or are evaluating how to do this. Organizations face different adoption challenges depending on their size. For example, large enterprises look for solutions that ensure data privacy and accuracy of results, while smaller organizations consider cost, skill set needed to operate the solution and how data must be structured.

Hybrid cloud

Nearly 70% of respondents are utilizing HCI for hybrid cloud, and HCI vendors continue to roll out enhancements to their hybrid cloud offerings with partners such as Microsoft Azure, VMware, Nutanix and Red Hat. At the same time, complex integration with existing infrastructure was the top challenge respondents faced with HCI rollouts in 2024. Additionally, 26% of respondents indicated they have not yet realized the benefits of integrating their HCI into a hybrid cloud. As HCI systems are increasingly becoming the foundation for numerous hybrid cloud and edge computing solutions, vendors must be prepared to simplify and enable system deployment, becoming more complex due to integrations with other systems and platforms.

VMware

VMware’s licensing changes for VMware Cloud Foundation (VCF) and other software have created significant upheaval among customers, with over half of respondents surveyed indicating they are exploring alternatives. While this may create opportunities for competing HCI solutions, such as Azure Stack HCI or Nutanix Cloud Infrastructure, customers frustrated with licensing fees may also choose to shift HCI workloads to a public cloud alternative instead of to another on-premises solution.
 

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While the rate of on-premises data center consolidation has declined for 2 consecutive years, the rate of data center expansion has increased

Over the past two years, the percentage of respondents who are significantly consolidating their on-premises data center space has decreased from 53% in 2022 to 40% in 2024. At the same time, the percentage of respondents who are significantly increasing their on-premises data center footprints has grown from 4% in 2022 to 13% in 2024.
 
Overall, data center consolidation is still the prevailing trend, with 66% of respondents somewhat or significantly consolidating their on-premises data center space. However, respondents are trending toward more of a middle ground, which is likely driven by a combination of factors including hybrid cloud adoption, workload placement optimization, cloud repatriation and upgrading older data center infrastructure to denser systems.
 
Graph: On Premises Data Center Strategy, 2H24 (Source: TBR)

HCI customer respondents’ managed services uptake increased approximately 5% in 2024 compared to 2023

Hardware services such as break-fix and firmware update continue to be the most commonly attached services to purchases of hyperconverged platforms, while managed services ranks a close second.
 
Vendors continue to leverage “as a Service” offerings to drive increased services attach on hyperconverged platform sales. As customers increasingly opt in to managed services contracts, education and certification services attach has fallen.
 
Consumption of assessment planning and implementation services as well as advisory, strategy and consulting services remained largely flat on a year-to-year basis in 2024, demonstrating consistent demand for such offerings as customers continue to seek support in evaluating new use cases.
 

Graph: Additional Services Requested When Purchasing Hyperconverged Platforms, 2H24 (Source: TBR)

Additional Services Requested When Purchasing Hyperconverged Platforms, 2H24 (Source: TBR)

As organizations’ data volumes continue to increase, respondents expect to leverage HCI more heavily, taking advantage of the highly scalable nature of these platforms

Data backup and disaster recovery was the second most common workload respondents reported running on their hyperconverged infrastructure, and the top workload customers plan to move to hyperconverged platforms.
 
While DevOps was ranked No. 8 in overall workload adoption on HCI, respondents have identified it as a future growth area as the second most popular workload expected to be moved to hyperconverged platforms.

1H25 5G & 6G Telecom Market Landscape

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FWA will persist as the dominant 5G use case for operators for foreseeable future as ROI of emerging use cases for 5G SA and 5G-Advanced remains uncertain

Communication service providers (CSPs) in many countries (developed and developing) globally will leverage 5G fixed wireless access (FWA) to provide competitive high-speed broadband services. CSPs view 5G FWA as a viable and, in many cases, more cost-effective alternative to traditional fixed broadband services.
 
In many cases, FWA also provides CSPs with a time-to-market advantage versus traditional, fixed-access operators in greenfield environments such as rural areas. According to the November 2024 Ericsson Mobility Report, more than 130 CSPs globally are currently offering 5G FWA services.
 
The U.S. remains a market leader in FWA adoption as T-Mobile and Verizon recently updated their FWA customer targets to reach 12 million and up to 9 million customers, respectively, by the end of 2028. Additionally, TBR believes fiber-poor markets, such as Germany, the U.K. and India, are especially attractive candidates for 5G FWA as they provide a faster and more cost-effective way to deliver fiber-like services to end users compared to building out fiber to the premises (FTTP). TBR notes that deploying fiber everywhere is not economically feasible and that governments are becoming more aware that FWA is a viable alternative.
 
Despite its potential to generate revenue and customer growth, TBR believes FWA is largely viewed as an ancillary offering in the mobile industry and is lacking a level of attention and innovation in the market. Additionally, existing standards do not adequately account for FWA, and network architectures are not optimized to fully support this use case. Spectral efficiency technologies tailored to optimize FWA traffic could free up significant capacity on existing networks, which could then be utilized for other purposes.

Lack of a clear ROI for the private sector to justify investing sufficiently in 6G puts the fate of the technology into the hands of the government

The telecom industry continues to struggle with realizing new revenue and deriving ROI from 5G, even after five years of market development. TBR does not see a solution to this challenge, and with no catalyst on the horizon to change the situation, CSPs’ appetite for and scope of investment in 6G will likely be limited. TBR expects CSP capex investment in 6G will be subdued compared to previous cellular network generations and deployment of the technology will be more tactical in nature, which would be a marked deviation from the multihundred-billion-dollar investments in spectrum and infrastructure associated with the nationwide deployments during each of the prior cellular eras.
 
In a longer-term effort to address this situation, TBR expects the level of government involvement in the cellular networks domain (via stimulus, R&D support, purchases of 6G solutions and other market-influencing mechanisms) to significantly increase and broaden, as 6G has been short-listed as a technology of national strategic importance.
 
With that said, 6G will ultimately happen, and commercial deployment of 6G-branded networks will likely begin in the late 2020s (following the ratification of 3GPP Release 21 standards, which is tentatively slated to be complete in 2028). However, it remains to be seen whether 6G will be a brand only or a legitimate set of truly differentiated features and capabilities that bring broad and significant value to CSPs and the global economy. Either way, the scope of CSPs’ challenges is growing, and governments will need to get involved in a much bigger way to ensure their countries continue to innovate and adopt technologies deemed strategically important.
 

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Global CSP spend on 5G infrastructure is slowly growing following a dip in 2024 as CSPs reassess their capital allocation and become more conservative

A pull forward of capex into 2023 in the U.S. and India resulted in a decline in CSP 5G capex in 2024, but slow growth will resume in 2025 as CSPs gradually deploy additional 5G base stations for coverage and capacity as well as roll out 5G core.
 
Though some CSPs will continue to test and commercially deploy the newest technologies for 5G, most CSPs are in no rush to deploy 5G Stand-alone or 5G-Advanced due to the lack of ROI-positive B2B use cases.
 
FWA is one key area that will receive increased attention and investment through the forecast period as more CSPs legitimize the technology as an economically viable means of bridging the digital divide and bringing more competitive broadband services to existing markets that have fixed access.
 

Graph: 2023-2028Est. 5G CSP Capex Spend (Source: TBR)

2023-2028Est. 5G CSP Capex Spend (Source: TBR)


 

CSP investment in 5G infrastructure and technologies is being limited by ROI uncertainties

Phase 3: Ecosystem maturity (2025-2030)

  • Most CSPs will have at least begun commercial deployments of 5G SA.
  • Global operators implement 5G-Advanced, which is dependent on a 5G SA core, to realize benefits in areas including network performance, sustainability and enhanced AI/machine learning (ML) capabilities.
  • Network slicing will mature and become commercialized, likely creating new 5G B2B revenue opportunities for operators.

Enterprise 5G use cases in areas including private cellular network and multi-access edge computing will gain greater traction but account for a relatively limited portion of overall CSP revenue. FWA will remain the most predominant 5G revenue-generating use case, likely contributing tens of billions of dollars in net-new revenue annually for CSPs globally.
 
The first 6G specification in 3GPP Release 21 is expected to be finalized in 2028. Initial commercial 6G network deployments are expected by 2030.

TBR assessment

CSPs are becoming more conservative about investing further in their 5G networks until they see a clear path to ROI. LTE remains sufficient for most customers, and the technology is likely to persist in the market for an extended period. This CSP approach is drawing out the migration to the new RAN architecture (e.g., open vRAN) and to 5G SA, which uses a 5G core. 5G-Advanced will lead to a slight increase in capex but will not reach anywhere near the peak levels experienced in prior years.

Scope of government support for the telecom industry will increase and persist to facilitate 6G market development

The persistent lack of ROI to justify private sector investment in 6G (and cellular networks more broadly) will ultimately push governments further into the telecom industry, prompting them to increase the scope of their involvement in the wireless technology ecosystem as well as embed these support structures more deeply in the market.
 
During the first half of the 5G cycle, governments from various countries around the world pumped many hundreds of billions of dollars in aggregate into their respective domestic technology sectors via various stimulus programs, which provide direct or indirect capital, low- or zero-interest rate loans, as well as subsidies and other means of market support. Governments have also been fostering and overseeing various consortiums and other initiatives to promote 6G market development.
 
Still, additional government backing will be required to enable the full benefits of 6G to come to fruition. Governments have a vested interest in supporting the telecom industry and the broader technology sector as the telecom industry provides innovations of societal and national security importance and serves as foundational infrastructure to support long-term economic development.

Ecosystem Intelligence for IT Services, Cloud and Consultancies: Strategic Insights for 2025 Success

Watch Ecosystem Intelligence Strategic Insights for 2025 Success

 

Partnering for growth: How to ensure alliance and partnership success in 2025

In 2025 IT services companies and consultancies will refine their alliances, winnowing lists of 100-plus technology partners to the handful that drive more than 90% of their business, articulate a clear joint value proposition, and align at both the leadership and sales force levels.
 
A technology- and partner-agnostic approach was always a bit of a fiction and in the coming years will become a relic of the past. To make all that happen, ISV SaaS leaders to AI model providers, global systems integrators to hyperscalers, and semiconductor to platforms vendors will invest in ecosystem intelligence and elevate alliance management within their organizations.
 
In this TBR Insights Live session, Principal Analysts Angela Lambert, Allan Krans and Patrick Heffernan share insights from TBR’s 2025 Predictions special report Ecosystem Intelligence: Key Strategic Changes for 2025.
 

In this above session on ecosystem intelligence strategies you’ll learn:

  • How to place strategic ecosystem bets on alliance partners that are well-positioned for the next growth wave
  • How competitors are gaining ground with common alliance partners through sales programs, go-to-market motions and training
  • How to create unique value with alliance partners that resonates with end customers

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Excerpt from Ecosystem Intelligence for IT Services, Cloud and Consultancies: Strategic Insights for 2025 Success

Cloud providers will have their hands full juggling ecosystem investments amid a changing technology landscape

Excerpt from TBR Insights Live: Ecosystem Intelligence Strategic Insights for 2025 Success

Visit this link to download this session’s presentation deck here.
 
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MWC25: Disruptive Technologies and Business Models Create New Opportunities for the Mobile Ecosystem

Watch Mobile World Congress 2025 Recap

Mobile World Congress 2025

Attendance at Mobile World Congress (MWC) 2025 is expected to near the annual event’s all-time high set in 2019, underscoring not only the importance of this event to the global mobile ecosystem but also the opportunities and potential inherent in the ecosystem.
 
Though TBR expects MWC25 to focus on the usual topics that have been popular in recent years, we anticipate there will be more substance at this year’s event, especially as it pertains to private networks, network evolution, business model transformation and the role of AI in the ecosystem, pointing to bright days ahead for companies that are aligned with market and technology trends. And with mobile network operators struggling more than ever to monetize their network investments, the stakes are high for finding the next big thing and understanding where new market disruptions may originate.
 
In this TBR Insights Live session, Principal Analyst Chris Antlitz and Senior Analyst Michael Soper share top takeaways from Mobile World Congress 2025. The pair also discuss how emerging opportunities are likely to drive technology and business model disruption and impact markets.
 

 

In the above session of Mobile World Congress 2025 you’ll learn:

  • How the telecom industry intends to derive business outcomes from AI
  • How enterprises are progressing in their digital transformations and incorporating private networks
  • Where in the mobile ecosystem new value is being created and what telcos need to do to generate ROI from new opportunities

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Excerpt from MWC25: Disruptive Technologies and Business Models Create New Opportunities for the Mobile Ecosystem

The good: AI and FWA remain some of the largest, most impactful opportunities for the telecom industry

AI has real traction and is starting to deliver business outcomes

  • AI/GenAI likely to drive next phase of cost reduction at communication service providers (CSPs)
  • Significant potential cost savings from myriad use cases
  • Call center and customer lifecycle management (OSS/BSS) domains are being disrupted first, followed by sales, marketing and network domains
  • New revenue tied to data center interconnect and customer upsell/cross-sell

FWA has much more room to grow

  • CSPs continue to underestimate fixed wireless access (FWA) despite real-world traction
  • FWA is driving significant top-line revenue for some mobile network operators
  • Technological innovations makes 5G FWA act like wireless fiber
  • New technologies mitigate spectrum issues

TBR Insights Live preview: Mobile World Congress 2025 Recap
 
Visit this link to download this session’s presentation deck here.
 
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The Middle East’s Economic Transformation: A Real Decoupling or Persistent Uncertainty?

Recap: PwC Middle East’s ‘Transforming the Region’ presentation

PwC Middle East’s Feb. 18, 2025, webcast, “Transforming the Region: Future Insights – Economy and IPO Watch,” included a detailed presentation from Richard Boxshall, PwC Middle East’s chief economist, who highlighted the dichotomy between the region’s oil and non-oil economies, at least in Saudi Arabia and the United Arab Emirates (UAE). How does that all relate to TBR’s coverage of technology companies, including the IT services companies and consultancies I keep a close eye on?
 
In short, energy is stagnant, in terms of both oil price and overall sector growth. In contrast, the non-oil economy is booming, particularly in financial services and transportation. According to Boxshall, around 5,000 projects valued at over $5 trillion are in play in Saudi Arabia alone, reflecting a transformative investment in the country’s economy.
 
But before you set sail for Riyadh, remember that around half of the Saudi and UAE economies are, as Boxshall put it, “driven by oil,” and those governments depend on oil receipts to fund much of their spending. Uncertainty around oil price puts pressure on the countries’ fiscal positions and budgets, as Boxshall noted. If those prices went higher, for all the benefit that would bring to the government coffers, the economies would also face inflation, rising rents and potentially a drag on the non-oil economy. All that interdependency considered, Boxshall still described the split between the oil and non-oil economies as a “real decoupling.”
 
So, good news, right? The long-sought-after growth of strong non-oil economies, the eventual weaning of these pivotal Middle East countries from subservience to the price of oil is happening now and happening quickly. And should a trade war break out between the U.S. and the European Union (EU) or the U.S. and China, Saudi Arabia and the UAE — and the rest of the Middle East economies — will suffer. A production surge by the world’s largest oil producer — the U.S. — would further dampen oil prices, constraining Middle East governments’ budgets. Not everything is perfect, but certainly the big picture looks promising: Non-oil economies in oil-led countries have shown persistent, seemingly lasting growth.

Watch on Demand: $130+ Billion Emerging India Opportunity

Why TBR cares: A long history and a fast-changing present

Why does TBR care? Two reasons, one recent and one that goes back decades. First, the latest developments: Nearly every company we cover in the professional services, IT services, and digital transformation services spaces has increased its presence and investment in the Middle East in recent years. We’d like to take some credit for trumpeting the region’s IT possibilities back in 2020 (Egypt and IT and the center of the world), but no matter when or why the most recent surge into the Middle East started, it’s unquestionably become a hot spot (see Figure 1).
 
Sovereign wealth funds, newly arrived Western venture capital, and the payoffs from a couple decades of vastly improved schools and universities all converged in recent years with well-timed investments in technology and necessary changes to regulatory environments. The steady economic diversification efforts, coupled with new leadership in much of the region and all the factors above, have made the region exceptionally attractive to capital and talent. As one Big Four partner said to me recently, “If I was in my 20s right now, I’d move to Riyadh.”
 

CompanyCoverageInvestment/Growth
DeloitteEgyptInnovation Hub and investment of $30 million over five years
KPMGSaudi Arabia, Jordan, Iraq, UAE, Oman Merged member firms into one entity to improve operations
AccentureKuwait National Security Operations Center (cybersecurity services)
PwCSaudi Arabia Acquired Emkan Education (boutique education consultancy)

 

That leads to the decades-old reason why I’m interested in what’s happening in the Middle East and how those economies are changing. When I was in my 20s, I lived in the region, spending two years in Cairo followed by two in Dubai, UAE. Working for the U.S. government gave me access to regional economic conferences, multinational oil companies, local government ministries and even oil smugglers, all of which shaped my understandings of the energy industry and the region’s economies.
 
One would be foolish to doubt the Emiratis’ innovativeness, the Saudis’ limitless financial resources or the Egyptians’ belief in their centricity to the entire world. But 25 years ago, the obstacles to thriving non-oil economies, particularly in Saudi Arabia, seemed insurmountable. Looking at the region now through Boxshall’s eyes (and those of my friends still living and working there), it’s too easy to view the transformation as inevitable. Combine diligent reforms, steady investment, smart leadership and a growing population base, underpinned by all that relentless oil money, and, of course, these are thriving economies attracting top talent.
 
I can’t argue against that. Nor do I have a cautionary note to sound about previous financial crashes in Dubai or charming Saudi leaders or French emperors conquering Egypt. Very simply, when asked decades ago what success would look like, government and business leaders in the region described economic conditions very similar to what we’re seeing today.

New IT Services Vertical Revenue Data Shows TCS’ Public Sector Surge and Market Shifts

TBR has been tracking performance of IT services companies for decades. As go-to-market strategies increasingly focus on industry-centric solutions, TBR determined to build trailing 12-month revenue based on a standardized breakout of key industry verticals.
 
In 2018 we expanded our IT services coverage to include estimates for seven industry vertical splits (full list below), leading to the recent launch of the IT Services Industry Vertical Data Excel file. This extensive data file includes revenue estimates for 17 IT services companies, including Accenture, Capgemini, DXC Technology, IBM and Tech Mahindra (full list below). Quarterly estimates, year-to-year growth, and percentage of IT services totals date back to 1Q21.
 
This proprietary data stream, in conjunction with our qualitative analysis of these firms, including their partners and how they operate, offers unprecedented intelligence on which companies are growing or maintaining their revenue or experiencing declines within industry verticals and allows for partner adjustments and competitive maneuvering.

TBR’s vertical-specific IT services data reveals notable industry trends

In the most recently published data file, several key insights stand out, including highlights from TBR’s research on Tata Consultancy Services (TCS), Capgemini and Wipro.

Most notable: TCS’ public sector success in India

Tata Consultancy Services’ (TCS) public sector revenues jumped 52.2% year-to-year in 3Q24, extending — and accelerating — five straight quarters of double-digit growth. Curiously, however, TBR’s data shows a deviation from the norm in geo data. Reported India revenues by TCS (as a percentage of revenue) have been growing at a mid-double-digit range for over a year. In fact, reported revenue has grown so rapidly that India generated more revenue for TCS than the rest of the Asia Pacific region combined for the first time in 3Q24, and that gap expanded in 4Q24.
 
While it is unquestionably an impressive growth story, public sector revenue accounts for less than 5% of TCS’ overall IT services revenue, making it strong growth from a relatively small base. Still, 52.2% is impressive relative to the market, and analysis in TBR’s quarterly reports on TCS can help us understand this success. In short: It’s India.

  • “India was again a bright spot for TCS, nearly doubling its revenue composition from the previous year, now accounting for 8.9% of total TCS revenue. We attribute the growth in India to strong brand reputation and favorable government policies to incentivize companies to digitize their IT operations.” — TBR’s 3Q24 Tata Consultancy Services report
  • “Although India has historically only accounted for 5% to 6% of TCS’ total revenue, we anticipate this share will rise over the next few years, reaching double-digit figures before peaking and stabilizing. IT spending in India continues to increase, indicating there is plenty of opportunity, particularly for locally based IT services firms such as TCS. For example, during 2Q24 TCS and Indian state-owned telco Bharat Sanchar Nigam Limited announced plans to build four data centers across India to meet rising demand.” — TBR’s 2Q24 Tata Consultancy Services report

Tata Consultancy Services IT Services Vertical Revenue Data
 
According to TBR’s lead analyst on TCS, Senior Analyst Kevin Collupy, “They are killing it with local Indian enterprises and government organizations. And last year we reported on an uptick in consultancies and IT services companies investing in their India-for-India capabilities, offerings and scale. So, 52.2% growth in public sector, even as TCS itself only grew 6.4%, tracks with the overall India growth story while illustrating just how well TCS has been doing.” ​

Additional insights from 3Q24 data

Capgemini’s revenue declined 1% year-to-year in U.S. dollars (USD) in 3Q24, but the company’s public sector revenue increased by more than 4% in the same period. At 15.1% of the company’s total IT services revenue, public sector revenue significantly buoyed what would have been an even rougher quarter. Retail, CPG, Travel & Transportation declined 4% year-to-year in USD in 3Q24 and accounted for 15.1% of Capgemini’s IT services.
 
Wipro’s 19.1% drop in public sector revenue in 3Q24 looks terrible, particularly in the context of an overall IT services decline of just over 2%. The vertical did not pull down Wipro as a whole though, as it represents just 0.5% of total revenue. The real culprits were Financial Services (down 1.3%, while accounting for 33.9% of revenue) and High Tech, Communications & Media (down 8.1%, at 15.4% of revenue).

Access all IT services vertical-specific data

While a single quarter is only a snapshot of the market narrative, the numbers in TBR’s vertical-specific IT services data starts to paint the picture while company reports fill out the story. An updated IT Services Industry Vertical Data Excel file will be released quarterly in TBR’s digital platform, Insight Center™.
 
If you are a current TBR user with access to the IT Services Vendor Benchmark, you can download the IT Services Industry Vertical Data Excel file today.  If you’re interested in gaining access to the data, as well as TBR’s entire IT services research stream, start your free trial to Insight Center™.
 
Vendors covered in TBR’s IT Services Vendor Benchmark Data:

  • Accenture
  • Atos
  • Capgemini
  • CGI
  • Cisco Customer Experience
  • Cognizant
  • DXC Technology
  • Fujitsu
  • HCLTech
  • Hewlett Packard Enterprise Services
  • IBM
  • Infosys
  • Kyndryl
  • Tata Consultancy Services
  • Tech Mahindra
  • T-Systems
  • Wipro IT Services

Industry coverage in TBR’s IT Services Vendor Benchmark Data:

  • Financial Services
  • Healthcare & Life Sciences
  • High Tech, Communications & Media
  • Industrial Solutions, Manufacturing, Automotive, Energy, Utilities & Chemicals
  • Other Industry
  • Public Sector
  • Retail, Consumer Packaged Goods (CPG), Travel & Transportation

GenAI-related Workload Opportunities Compel NTT DATA to Deepen Ecosystem Relationships

NTT DATA turns to partners to unlock new revenue opportunities

According to TBR’s 4Q24 Cloud Ecosystem Report, “Despite the recent slowdown in overall IT services revenue growth, global SIs (GSIs) remain committed to building out their hyperscaler practices as they try to maintain ecosystem stickiness and ensure they are ready when demand rebounds. GenAI [generative AI] continues to influence both services vendors’ and their hyperscaler partners’ go-to-market strategies with new implications centered on security and data privacy.
 
This is a natural market evolution as, following the hype and opportunities to experiment with large language model (LLM)-based tools in the past 24 months, enterprises are turning to proprietary data to scale GenAI deployments. This is resulting in the advent of small language models (SLMs), which are the new battleground for partners to prove value. Absent accounting for implications around data and AI security, these relationships will likely face challenges, especially as slower macroeconomic conditions have placed greater emphasis on vendors to ensure service quality. And delivering quality services begins with access to enterprise data.”
 
A year after completing the integration of various parts of NTT operations and the formation of NTT DATA Group Corp., NTT DATA continues to calibrate its portfolio and skills to protect its No. 2 position in terms of global revenue size among peers within TBR’s IT Services Benchmark. As TBR discussed in the 2Q24 NTT DATA report, the company’s alliance relationships have played an increasing role in these efforts. “Customer demand for cloud migrations remains strong, which presents opportunities for trusted service providers. NTT DATA is building up its alliance network and its internal capabilities around cloud platforms such as Amazon Web Services (AWS), Microsoft Azure and Google Cloud to address demand. By offering complementary services that seamlessly support client transitions to these hyperscaler platforms, NTT DATA is positioning itself to become a critical partner in cloud adoption journeys.”
 
TBR Cloud Ecosystem Report_2Q24

NTT DATA understands the value of ecosystems

In November 2024 NTT DATA made two strategic announcements highlighting its efforts to strengthen trust and expand addressable market opportunities through its relationship with Google Cloud. First, the two deepened their relationship, forming the NTT DATA Google Cloud Business Unit centered on coinnovation and development of data and AI-ready industry solutions. Second, NTT DATA announced the acquisition — which has since closed — of India-headquartered Niveus Solutions.
 
The purchase adds over 1,000 cloud engineers with skills in Google Cloud Platform (GCP) including GCP-native modernization, data engineering and AI. Following the purchase of Niveus Solutions, NTT DATA’s GCP-certified headcount now sits at approximately 3,600 professionals. According to TBR’s estimates in the 4Q24 Cloud Ecosystem Report, this is higher than the GCP-skilled headcount at Atos, Capgemini, DXC Technology, IBM, Infosys and Wipro. We estimate NTT DATA’s GCP-related revenue to be north of $400 million, or about 12% of its total cloud revenue, with the bulk of the remaining revenue share generated by the company’s relationships with Microsoft and SAP.
 
TBR Cloud Ecosystem Report, 2H24

Why Google?

As TBR wrote in the 4Q24 TBR Cloud Ecosystem Report, “In many ways Google Cloud is staying the course with its partner strategy, focusing on scaling existing programs and incentives to help partners close larger deals more quickly. As part of its vision to foster the most ‘open AI ecosystem,’ Google Cloud has recently put a lot of focus on partner breadth and onboarding new partners that can help Google Cloud appeal to new audiences.
 
One example is with developers, and while there are over 1 million developers using GenAI tools, such as Vertex AI on GCP, Google Cloud aims to follow in AWS’ footsteps, boosting developer mindshare and delivering more seamless experiences. As such, Google Cloud has been delivering integrations with platforms like GitHub, which in 4Q24 announced support for Google’s latest Gemini models.
 
The other big priority for Google Cloud is around Marketplace. Though we often put AWS in a category of its own when it comes to marketplaces, with essentially all AWS’ top 1,000 customers having at least one active subscription, it is clear these platforms are where customers are buying their cloud software. As such, Google Cloud has been scaling the Marketplace with Private Offers, allowing resellers to deliver ISV solutions on GCP, and Google Cloud continues to cite momentum from partners co-selling Marketplace solutions alongside GCP. That said, it is clear Google Cloud wants its partners to continue to move away from traditional resell, toward value-added services, and Google Cloud maintains its commitment to driving 100% partner attach on all services deals.”

Pivoting from a two-dimensional foundation to a multiparty ecosystem play will test NTT DATA’s ability to manage trust

NTT DATA understands the need to pivot toward outcome-based services sales. Although it is easier said than done, the company has an opportunity to deliver value to clients provided it relies more on its alliance partners and continues to stick to its core expertise. Additionally, it will be essential for NTT DATA to invest in a partner framework that helps it address the following questions, which TBR outlined in the special report, Top Predictions for Ecosystems & Alliances:

  • Can your alliance partners tell your clients what makes you special?
  • Do your alliance partners’ sales teams know what value you bring to the ecosystem?
  • Are you sure you placed your strategic ecosystem bets on alliance partners that are well positioned for the next growth wave?
  • Are your competitors gaining ground with your common alliance partners through sales programs, go-to-market motions and training that you are not doing?

 

Learn how the strategic shift to ecosystem intelligence will impact your business in 2025.
 
Download TBR’s 2025 Ecosystem & Alliances Predictions special report today!


 
According to our Ecosystem Intelligence research, no single vendor has mastered the answers to all of these questions. NTT DATA is not new to managing alliance partnerships, as evidenced by its long-standing relationships with Microsoft and SAP. For example, the company touts $2.5-plus billion worth of SAP services business backed by more than 22,000 SAP-trained professionals. As outlined in TBR’s October 2024 SAP, Oracle and Workday Ecosystem Report, the size of its SAP practice places NTT DATA in a close race with EY and Tata Consultancy Services and above Capgemini, Cognizant, DXC Technology, Infosys and PwC.
 
Moving forward, NTT DATA’s success will also depend on the company’s ability to use a multiparty ecosystem lens and bring parties together. We believe an element of NTT DATA’s success with SAP is its ability to take a three-way approach with Microsoft and SAP to drive more targeted conversations. NTT DATA’s opportunity around Google Cloud will require a similar blueprint. Given Google Cloud’s push in data, AI and security, NTT DATA needs to think strategically about how to bring the likes of ISVs to the table that can help fill in that gap.

Snowflake’s AI Evolution: Scaling Innovation with a Data-first Strategy 

TBR attended two virtual Snowflake events in January, AI + Data Predictions 2025: How Operationalizing AI Will Drive Technical Advances and Leadership Challenges on Jan. 16, and Snowflake GenAI Day on Jan. 22. During the events we heard from Snowflake leaders, including Chase Ginther, principal architect AI/ML, and Caleb Baechtold, principal AI architect, Applied Field Engineering. These discussions, coupled with keynote speakers, breakout sessions, and TBR’s ongoing analysis of Snowflake’s strategy, underscore the company’s ongoing transformation from a data warehouse innovator to a leader in integrated data and AI platforms.

Snowflake in transition: Scaling AI through a data-first approach

Snowflake’s AI strategy is centered on a data-first approach that leverages the company’s data management strengths to drive development of advanced AI capabilities. Three key aspects of Snowflake’s strategy help it stand out in a highly competitive data and AI platform market.
 
First, the company is leveraging its origins as a data warehouse provider to offer a fully integrated data and AI platform. By prioritizing the management of structured and unstructured data, Snowflake enables AI-driven analytics, machine learning (ML) workflows and advanced processing within a unified ecosystem. Second, Snowflake is using advanced technologies to scale its AI capabilities, including GPUs to accelerate ML workloads; Snowflake Container Services (SCS) for efficient model deployment; and Snowpark, which enables seamless AI development using SQL, Python and Java. Third, Snowflake is enhancing its ecosystem through open-source AI collaborations via Cortex, integrating models from Meta, Hugging Face and Mistral to power natural language processing, predictive analytics and automation — all within a secure, data-centric framework. By prioritizing data as a foundation for AI, Snowflake enables efficient scaling while ensuring security, performance and governance within its ecosystem.
 
During the Snowflake events, TBR observed that customer demand for scalable, governed and actionable data remains a key driver of Snowflake’s evolution. The company’s ability to manage and harmonize disparate data types was repeatedly emphasized. For example, Ginther highlighted Nissan’s success in using Snowflake to analyze millions of customer profiles across multiple markets. This initiative showcased Snowflake’s ability to address complex, large-scale data challenges while delivering actionable insights for decision making.
 

Find out how generative AI (GenAI) will impact IT services, cloud vendors, the federal IT services market, IT infrastructure vendors and more in 2025.
 
Download TBR’s 2025 GenAI Predictions special report today!


 

Generative AI: Unleashing untapped potential beyond chatbots

Snowflake’s scalability is not just about performance; it also plays a critical role in empowering AI adoption through a favorable cost-to-value alignment. The platform’s pay-as-you-go pricing model adjusts to the dynamic demands of AI applications, particularly for resource-heavy use cases such as generative AI (GenAI) and predictive modeling. This flexible model enables organizations to efficiently grow their AI workloads and lowers the barrier to implement advanced AI solutions.
 
During Snowflake GenAI Day, the company showcased GenAI’s vast potential beyond traditional applications like chatbots and content generation. For example, Snowflake partner Sigma Computing demonstrated how Snowflake transformed raw Salesforce data into actionable insights. The AI-driven analytics not only improved decision making for Sigma’s business leaders but also reduced the time spent on manual data preparation, unlocking faster, more informed outcomes.
 
However, as enterprises scale their GenAI applications, they face challenges related to data bias, IP risks and ethical AI. To build trust with customers, vendors must design their AI solutions with governance, fairness and transparency in mind to ensure responsible AI deployment. Customers need to implement strong data governance practices that carefully monitor data to avoid perpetuating inaccurate or discriminatory outcomes.

Golden datasets and the future of AI development

One emerging trend highlighted during Snowflake GenAI Day was golden datasets — curated collections of structured and unstructured data optimized for GenAI use cases. These datasets, when enriched by Snowflake’s platform, empower organizations to drive more accurate and impactful AI outcomes. Moreover, Snowflake’s focus on text-to-language prompts, which simplify data interactions by reducing reliance on complex SQL queries, demonstrate its commitment to improving user experiences. Using Snowflake’s Universal Search offering, customers can identify datasets in their accounts based on data quality and usage within their workflows to create optimized — or golden — datasets. Universal Search ensures that users — regardless of their level of technical expertise — can effectively leverage Snowflake’s capabilities for AI development, analytics and decision making. However, building and maintaining golden datasets pose significant challenges. For many organizations, curating and cleaning data at scale require advanced governance frameworks and skilled teams to ensure data quality, relevance and accuracy. Organizations that lack these capabilities may struggle to derive meaningful insights from their AI models. Additionally, errors or inconsistencies in golden datasets can lead to biased outcomes, undermining trust in AI-driven decision making.

Simplifying user interactions

Another topic highlighted during the GenAI Day event was Snowflake’s focus on improving user accessibility. By incorporating text-to-language prompts into its data and AI platform, Snowflake has reduced the technical barrier for users who may lack expertise in SQL or other programming languages. This feature ensures that nontechnical users can interact with the platform effectively, making data-driven insights accessible across diverse teams.

Predictions for 2025: From experimentation to enterprise-grade AI

During the AI + Data Predictions 2025 event, Snowflake forecast a significant shift in AI adoption as enterprises transition from experimental pilots to fully realized, enterprise-grade AI solutions throughout 2025. However, TBR’s 2H24 Cloud Infrastructure & Platforms Customer Research survey results suggest that the adoption of GenAI solutions may progress more slowly than expected in 2025, primarily due to cost constraints and a lack of technical expertise with the emerging technology. Despite these challenges, Snowflake anticipates AI adoption will be driven by AI observability, as businesses increasingly need to prioritize ROI measurement, deployment reliability and regulatory compliance.
 
During the presentation, speakers discussed how Snowflake’s key AI advancements such as embedding models to enhance the performance of large language models, including GPT models, are enabling task-specific customizations, improving multilingual capabilities and optimizing overall model performance. Snowflake’s platform supports these efforts with containerized runtimes like Snowflake Notebooks and Snowflake Container Services (SCS), which provide scalable and efficient tools for AI development. Baechtold emphasized the critical role of robust datasets in supporting both GenAI and traditional ML models. Snowflake’s platform addresses key challenges, such as data security, governance and accessibility, ensuring enterprises can confidently deploy AI solutions across industries ranging from healthcare to manufacturing.
 

Deep dive into generative AI’s impact on the cloud market in 2025 in the below TBR Insights Live session

 

Security, governance and containerization: Building trust in AI

Throughout both events, security and governance emerged as central themes in Snowflake’s AI strategy. As enterprises increasingly integrate multiple platforms and environments, the risk of data breaches and compliance violations grows. Snowflake’s approach to governance includes developing best practices around securing cloud configurations, authenticating model access, and monitoring runtime environments to ensure its AI solutions are scalable, secure and compliant with evolving regulations. For example, OM1’s use of Snowflake demonstrated how containerized systems streamline governance processes and enhance scalability and efficiency. By leveraging these systems, Snowflake ensures that clients can deploy AI solutions with confidence, knowing their data and models are protected.
 
Despite Snowflake’s efforts, managing security and governance at scale is an ongoing challenge. Customers operating in highly regulated sectors, such as finance or healthcare, may require additional customizations to ensure they comply with stringent regulatory requirements. Additionally, scaling governance frameworks to accommodate rapidly evolving AI use cases could stretch Snowflake’s platform and resources. Providing consistent, enterprise-grade support while maintaining innovation will be essential for Snowflake to navigate these challenges.

Snowflake’s road map: Scaling innovation while meeting enterprise needs

Looking ahead, Snowflake will continue to focus on expanding its integrated data and AI platform while maintaining its core pillars of scalability, flexibility and observability. The company’s ability to bridge the gap between structured and unstructured data — combined with its investments in user experience, embedding models and AI observability —will place it among the leaders in the next wave of AI innovation.
 
However, Snowflake’s success will depend on its ability to balance innovation with governance, ensuring enterprises can address their unique data challenges while meeting compliance requirements. By focusing on empowering users, streamlining AI deployments and scaling advanced technologies, Snowflake will be well positioned to meet the demands of a rapidly evolving market.

Conclusion

Snowflake’s evolution reflects its commitment to advancing AI through a data-first approach. By addressing the complexities of modern data ecosystems and aligning its platform with emerging AI trends, Snowflake has established itself as a key player in the AI landscape. This strategic focus not only drives digital transformation but also shapes the competitive dynamics of the market, impacting partners, competitors and technology providers. The company has expanded its GenAI capabilities by integrating open-source models such as those from Hugging Face and Meta, enabling customers to deploy and customize AI models more easily.
 
Snowflake also emphasizes AI observability, providing businesses with tools to track performance, optimize outcomes and ensure ROI, while mitigating model drift. Its governance framework ensures regulatory compliance, safeguarding AI data and models across industries. Snowflake’s efforts to simplify the user experience and make AI more accessible to nontechnical users align with new industry standards. By lowering technical barriers, Snowflake is enabling a broader range of businesses to leverage AI and encouraging the market to innovate toward more user-friendly solutions. However, Snowflake faces challenges in integrating diverse data environments and maintaining data quality at scale. The need for significant infrastructure investments, such as GPUs, may also become a hurdle as AI adoption expands.
 
As GenAI and AI observability evolve, Snowflake’s integrated platform is positioned to support partners and stakeholders in navigating the next phase of industry transformation. By offering scalable and secure AI workflows, Snowflake is helping them tackle the challenges of adopting AI at scale across industries. TBR will continue monitoring Snowflake’s progress and its influence on AI-driven business strategies across sectors.