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The Early Scale: Dreamforce Focuses on AI, But Lacks Concrete ROI Data

Businesses across industries are navigating a transformative phase in AI but with mixed returns. While universal AI adoption is a bold step, proving its effectiveness remains tricky. In tech, construction, and marketing, the theme is clear: adoption has outpaced ROI, forcing leaders to rethink their strategy. Being first to market with AI may win headlines, but does it win business?

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The Early Scale: Dreamforce Focuses on AI, But Lacks Concrete ROI Data

Key takeaways

01

AI adoption has outpaced proven ROI across tech, construction, and marketing, requiring leaders to scrutinize promised returns before committing new spending

02

SHRM's benchmarking study of 4,000+ employers advocates continuous benefits management in 2026 to enable more flexible vendor negotiations and agile HR strategies

03

EU delayed Medical Device Regulation compliance to 2028, providing medtech manufacturers extended runway to align processes with global standards

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The lead

Businesses across industries are navigating a transformative phase in AI but with mixed returns. While universal AI adoption is a bold step, proving its effectiveness remains tricky. In tech, construction, and marketing, the theme is clear: adoption has outpaced ROI, forcing leaders to rethink their strategy. Being first to market with AI may win headlines, but does it win business?

The Big Three

Dreamforce Focuses on AI, But Lacks Concrete ROI Data

Dreamforce 2026 is heavily focused on the “Agentic Enterprise” with AI-central themes, yet financial returns remain vague. The event, highlighted by Salesforce, suggests substantial AI advancements but lacks specific customer ROI insights, according to YouTube and UC. Without these figures, businesses may struggle to justify new spending on AI-based solutions.

The B2B angle: Enterprise leaders should scrutinize promised AI ROIs carefully before committing resources given the lack of transparent success metrics.

SHRM Study Shifts Benefits Planning Toward Year-Round Focus

SHRM’s latest benchmarking study, based on input from over 4,000 employers, pushes organizations to adopt a continuous approach to benefits management for 2026, says SHRM. This shift aims to create more agile and responsive HR strategies while enhancing vendor negotiations.

The B2B angle: For business services operators, this approach suggests building more flexible, real-time contract strategies with their vendors.

EU's MDR Delay Pushes MedTech Compliance to 2028

The European Union has postponed its Medical Device Regulation (MDR) compliance requirements to 2028, as per Medical Design & Outsourcing. This delay gives medical device manufacturers more time to adjust their processes but introduces regulatory uncertainty over the longer term.

The B2B angle: MedTech companies should leverage this delay to thoroughly align their compliance strategies to global standards and prepare for upcoming changes well in advance.

Also worth knowing

The 2023 FAB 40 report highlights supply chain pivots driving revenue growth in North American metal fabrication.

Diesel prices reaching $5.85 a gallon are transforming logistics and forcing companies to revise their operational budgets for peak seasons.

By the numbers

$7.4 billion
TCS is investing $7.4 billion in a new AI data center campus, signaling significant growth in AI infrastructure spend.
15.3%
CMOs are allocating 15.3% of their budgets to AI, yet many struggle to leverage these investments effectively.
100%
Every revenue team surveyed by GlobeNewswire uses AI, showing universal adoption despite ROI challenges.
37% faster
Mass timber construction speeds up project framing by 37%, as evidenced by projects like Redstone Arsenal.
$6.7 billion
Ports face a $6.7 billion bill for equipment upgrades necessary over the next five years.
20.6%
Only 20.6% of AI used by revenue teams is considered production-ready, highlighting data and workflow obstacles.

Smart plays for the week

Audit your AI investments to ensure ROI clarity. With Dreamforce emphasizing AI but lacking ROI numbers, companies should validate their own AI value propositions.

Revise HR strategies to reflect SHRM’s year-round benefits benchmarking. SHRM advises a shift to continuous benefits management, requiring real-time adaptation by HR leads.

Postpone medtech rollouts where possible to leverage regulatory delays for strategic advantage. The EU MDR delay allows more time for compliance adjustments and strategic planning.

Something to think about

Aligning AI investments with business strategy is often underestimated but critical., Gartner

It's a reminder for companies struggling to prove AI's ROI.

Teach me something: Agentic Enterprise

An Agentic Enterprise is one that leverages AI agents extensively to automate and optimize business processes. These AI-driven components work semi-autonomously, managing operations, communications, and customer interactions in real-time. The concept underscores a strategic shift from traditional methods to more sophisticated, technology-driven business models.

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The MarketScale Newsroom reports on the companies, technologies, and trends shaping 16 B2B industries. It turns primary sources and expert commentary into clear, useful coverage for the people doing the work.

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More Business Services Insights

4,000 employers: SHRM benchmarks turn benefits into a year-round contract discipline for 2026

4,000 employers: SHRM benchmarks turn benefits into a year-round contract discipline for 2026

SHRM’s benefits benchmarking, based on data from 4,000+ employers nationwide, is being positioned as a reference point for employers’ 2026 plan design discussions.

  • 014,000+ employers: SHRM benchmarking data is being used as an input for benefits planning in 2026.
  • 02With voluntary benefits benchmarked alongside wellbeing and absence management, the operational questions are how eligibility and enrollment files are managed across vendors and what data can be exchanged.

Sep 6, 2026

The Early Scale: EU's MDR delay shifts medtech timelines to 2028

The Early Scale: EU's MDR delay shifts medtech timelines to 2028

In the fast-paced world of business, adapting to regulatory changes and technological advancements is crucial. The European Union's decision to delay the Medical Devices Regulation (MDR) transition offers medtech companies extra breathing room, yet only sharpens the focus on the need for advanced, agile manufacturing capabilities. With AI's role expanding in enterprise segments, understanding its impact beyond costs is vital. Meanwhile, martech's shift toward usage-based models highlights the growing importance of budgetary foresight in strategic planning.

  • 01MDR transition deadline extended to 2027-2028, requiring medtech companies to prioritize digital commissioning and production line automation to maintain competitiveness
  • 02Only 20.6% of U.S. revenue teams can demonstrate measurable ROI from AI integrations despite 100% adoption, signaling a critical effectiveness gap
  • 03CMOs allocate 15.3% of budgets to AI but less than a third are prepared to scale efficiently, with consumption-based billing creating unpredictable costs that demand contract renegotiation

Sep 6, 2026

Only 18% track AI ROI, even as agentic AI rolls into professional services

AI use is widespread in professional services, but ROI tracking is rare. Thomson Reuters Institute puts organization-wide AI use at 40% in 2026, while only 18% track ROI. Deloitte Insights says mature governance for autonomous AI agents exists at only about one in five companies.

  • 01The new bottleneck is measurement: Thomson Reuters Institute puts AI ROI tracking at 18%, while Deloitte finds revenue impact is still reported by 20% of organizations.
  • 02Outside-firm AI terms are turning into a procurement artifact: Thomson Reuters Institute reports many clients want AI used, yet fewer than one-third know if their firms actually use it.
  • 03Agentic AI is moving faster than guardrails: Thomson Reuters Institute measures 15% adoption in professional services, and Deloitte expects broader use while only one in five has mature agent governance.

Sep 5, 2026

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