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Top AI statistics and trends for analytics (2026)

by Amani Undru, BI & Data Strategist at ThoughtSpot
Updated Feb 18, 2026

Generative AI is changing how businesses leverage data, allowing teams to address critical questions with speed and precision. 

To cut through the noise surrounding GenAI, ThoughtSpot partnered with MIT SMR Connections to survey 1,000 global data and business leaders. The resulting report provides valuable insights into how organizations are integrating AI into their data strategies and where they are seeing the most significant benefits.

In this article, we’ll assess key AI statistics and trends, drawing from both the MIT report and broader industry insights. Armed with a comprehensive understanding of how AI is impacting business, you can confidently apply these insights in your business to gain a competitive advantage.

Top AI statistics for analytics in 2026:

1. AI statistics: Early adopters vs. planners

The distinction between AI early adopters and planners in the realm of data and analytics is significant. Early adopters reap the rewards of innovation and efficiency sooner, often gaining a market advantage. Here’s how early adopters compare to planners specifically regarding generative AI in analytics:

  • 56% of early adopters report exceeding business goals, compared to 28% of planners.

  • Companies that prioritize AI investment have a 35% higher chance of outpacing competitors in revenue growth.

  • Generative AI is being leveraged by 65% of early adopters and 58% of planners to quickly respond to market shifts and proactively shape their strategies.

Take Ecolab, for example. They’ve successfully integrated AI into their operations, enhancing their position as a global leader in water, hygiene, and energy technologies. By harnessing generative AI to analyze customer data and predict sales trends, Ecolab has significantly improved customer engagement. They’ve tailored their offerings to meet specific market needs, resulting in a notable boost in sales performance. 

Ecolab testimony

2. AI statistics: General adoption of AI in analytics

The adoption of AI in analytics is rapidly expanding across industries, with more organizations leveraging data to optimize operations and strategy. Here’s a quick look at the general adoption of AI analytics:

  • 65% of organizations are either using or actively exploring the use of AI technologies in data and analytics.

  • Early adopters of generative AI for analytics are leveraging this technology to gain a competitive advantage–37% believe they are well ahead of competitors, and only 4% feel they are falling behind.

  • In contrast, just 11% of planners feel they are ahead of the competition, highlighting the urgency for them to take action.

Industry-specific AI statistics

Different industries are seeing varying levels of AI-driven analytics. Here’s how the surveyed sectors stack up on AI adoption:

  • Aerospace: 85% 

  • Agriculture: 80% 

  • Automotive: 64% 

  • Chemicals: 70% 

  • Construction: 69% 

  • Energy & natural resources: 66% 

  • Finance: 73% 

  • Healthcare: 60% 

  • IT: 83% 

  • Manufacturing: 62% 

  • Retail: 77% 

  • Transportation/travel: 71% 

MI report whitepaper

3. AI statistics: Impact of AI analytics on business performance

AI is already making a substantial impact on business performance. Companies integrating AI analytics are experiencing benefits across multiple areas, from cost reduction to customer satisfaction:

  • 44% of AI adopters report reduced operational costs.

  • 62% of companies claim AI has significantly improved customer service through enhanced personalization.

  • AI adoption leads to a 25% reduction in the time required to gather insights, enabling executives to make more informed decisions faster.

4. AI statistics: AI and job automation

While concerns about job automation persist, AI in analytics is more about augmenting human capabilities than replacing them. The influence on jobs is shifting in notable ways:

  • 41% of companies report job roles are evolving rather than being replaced due to AI.

  • Job augmentation through AI is expected to improve employee productivity by 50% within five years. (Source)

  • While 20% of tasks in finance and accounting are automated today, 50% could be automated by 2030. (Source)

5. AI statistics: AI-driven analytics in the global economy

AI's impact on global business continues accelerating as more industries integrate AI into their processes, products, and workflows. The latest projections show:

  • The global AI market value is expected to exceed $826 billion by 2030. (Source)

  • By 2026, AI is estimated to contribute $15.7 trillion to the global economy. (Source)

  • In the Asia-Pacific Japan (APJ) region, 51% of early adopters prioritize improving customer service and satisfaction, a sentiment echoed by 43% of respondents from Europe and the U.K.

  • In the United States and Canada, 48% of early adopters focus on increasing data-analyst efficiency as their primary motivation for adopting generative AI, with customer service and satisfaction trailing at 35%.

Try ThoughtSpot for FREE

Start leveraging GenAI for data and analytics

The findings clearly highlight how generative AI can enhance analytics, but let's be real—success isn’t a given. In a world that’s changing fast, obstacles like messy data and fear of failure can quickly derail your plans. 

The future of your organization hinges on how well you harness data as a competitive asset. Our report provides the insights you need to evaluate your current initiatives, learn from industry frontrunners, and boost your success rate. Download the full report to explore detailed insights from the survey, covering key challenges, effective solutions, and important skills and tools. 

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