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New Survey from Harvard Business Review Analytic Services Finds AI Adoption Remains High, Yet Value May Lag Without Modernization and Workflow Integration

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A critical AI success gap is emerging for organizations, with 30% surveyed seeing an impact on new revenue streams.

ORLANDO, Fla., April 30, 2026 /PRNewswire/ — Most organizations have moved beyond experimenting with artificial intelligence, but few are realizing its full value. New research from Harvard Business Review Analytic Services, sponsored by Appian, finds that while 59% of organizations (who are moving forward with AI to some extent) have AI in production, the majority are currently focused on incremental gains that prioritize efficiency and productivity over top-line growth.

Notably, AI has the strongest impact in bolstering productivity, not enabling growth. Respondents indicated that of the AI performance measures their organization tracks, most see impact in productivity improvements (64%) and operational efficiency (58%), while metrics like new revenue streams (30%) and ROI (35%) are among the least likely to have improved. This points to a significant opportunity for organizations to use AI to deliver broader business outcomes and growth.

“Enterprises are at an inflection point. Instead of using AI to drive productivity, organizations must evolve to focus on business growth. That’s where Appian comes in,” said Matt Calkins, CEO of Appian. “The true potential of AI can only be realized when it moves from a standalone tool to an embedded worker that drives revenue. To get there, leaders must prioritize the foundational orchestration and rules-based guardrails required to safely apply AI to high-impact work.”

AI still sits outside the flow of work

In most organizations, AI is being used alongside work, not built into how work gets done, limiting its ability to drive higher-level business outcomes. Only 18% of respondents report that AI is primarily integrated within workflows, while a larger share (34%) continue to use AI as standalone tools alongside processes/workflows, with another 34% reporting a mix of both approaches and 12% not yet using AI in processes/workflows at all.

Most see some returns on AI, but not yet at scale 

Most respondents are seeing some returns from AI investments, but only 16% report realizing a high degree of measurable value. The majority describe the impact as moderate (33%), slight (36%), or have no measurable value (8%). Still, expectations remain high, as 86% agree that their organization is looking to realize more business value from its use of AI. It’s clear that AI is delivering some results, but translating those results into meaningful, scalable business impact is proving difficult.

AI delivers value when embedded in workflows

As organizations advance their AI strategies, value is closely tied to how effectively AI is integrated into workflows and applied to operational work. Seventy-one percent of organizations embedding AI into processes realized substantial or moderate value from those efforts, according to respondents. In parallel, approximately three-quarters report strong returns from modernizing legacy infrastructure/systems (76%), integrating data sources (75%), and orchestrating processes/workflows across systems/applications (73%).

Legacy systems continue to limit AI’s impact

Nearly seven in ten respondents, 69%, agree that legacy systems are limiting their ability to scale AI across the enterprise. This reinforces the need for modernization and better integration across systems and data. Siloed or low-quality data (34%), a lack of integration across systems (31%), and a lack of AI talent/skills (30%) are also among the most commonly cited barriers to embedding AI into workflows.

AI agent adoption lags in core operations

The research also highlights differences in how AI agents are being applied across the enterprise. Organizations are more actively deploying AI agents in areas such as software development (35%), IT operations (31%), marketing and sales (26%), and customer service (25%). In contrast, agent adoption is more limited in core operational areas such as procurement (9%), manufacturing (10%), and supply chain (11%), where processes tend to be more complex and require greater control and consistency. As organizations look to expand AI into these environments, governance becomes critical.

Most organizations lack the guardrails needed to scale AI agents safely

Ninety-two percent of respondents agree that AI agents need rules-based guardrails to operate safely and effectively, yet fewer than half (48%) agree that their organization has defined such rules (among those at organizations using, considering or exploring agentic AI). As organizations explore agentic AI systems (currently used by 25% of organizations and under consideration by 62%), the need for clearly defined processes and guardrails will become even more critical. Without clear guardrails, agents can act unpredictably across systems, increasing the risk of unintended outcomes.

Process design is emerging as the key to unlocking AI value

Realizing the full value of AI and achieving sustainable ROI requires rethinking how work is structured and governed. According to respondents, organizations are increasingly focused on better defining rules/guardrails that AI must follow (50%), standardizing processes/workflows across functions (49%), and increasing cross-functional coordination (47%) to improve the success of AI implementations.

“Organizations are adopting AI, but many haven’t integrated it into the core processes that drive business outcomes,” said Alex Clemente, managing director of Harvard Business Review Analytic Services. “Those that successfully embed AI into workflows will be better positioned to realize meaningful value.”

Read the full study. 

About the Research

In March 2026, Harvard Business Review Analytic Services, sponsored by Appian, surveyed 385 business decision makers from organizations that are exploring, piloting, or actively using artificial intelligence (AI).

About Appian

Appian provides process automation technology. We automate complex processes in large enterprises and governments. Our platform is known for its unique reliability and scale. We’ve been automating processes for 25 years and understand enterprise operations like no one else. For more information, visit appian.com. [Nasdaq: APPN]

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HKAGE Showcases Gifted Students’ Learning Journeys at InnoCarnival 2026

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Promoting “Technology for Good” Through Innovation and Creativity 

HONG KONG, Oct. 24, 2026 /PRNewswire/ — The Hong Kong Academy for Gifted Education (HKAGE) has been invited to participate in InnoCarnival 2026, organised by the Innovation and Technology Commission. Under the theme “Technology for Good, Innovation for All”, HKAGE will showcase the learning journeys of gifted students who have completed programmes on AI robotic arms, underwater archaeology, etc., demonstrating how technology can be harnessed to address societal needs.

Having proactively aligned its work with the education development strategies of the Education Bureau (EDB), HKAGE fully supports the EDB’s Blueprint for Digital Education in Primary and Secondary Schools, which seeks to advance the digital transformation of school education in Hong Kong. Building on its Talent Development Model, HKAGE systematically develops programmes, provides diversified learning experiences and engages in cross-sector collaborations to nurture gifted talents equipped with innovative capabilities, technological literacy, and a strong sense of social responsibility. At the exhibition this year, HKAGE will present how students applied knowledge gained through gifted education programmes and learning experiences in areas such as artificial intelligence, quantum computing, environmental science, underwater archaeology and sustainable development to design socially conscious solutions. These experiences reflect the students’ ability to serve society with knowledge and respond creatively to diverse challenges.

Among the highlights is the learning journey of students in the “Artificial Intelligence Course: Creative AI Robotic Arm for Inclusion”. After acquiring foundational knowledge in artificial intelligence, robotics and sensor applications, students designed, tested and refined intelligent robotic arm prototypes through real-time data analysis and algorithms. With the aim of improving the quality of life for the elderly and caregivers, students explored various application scenarios for intelligent robotic arms. Another showcase features the “Environmental Science Course: Bat Echoes – Voices of the Night”. Through acoustic monitoring, the exhibition demonstrates how students recorded bat voices and analysed related activity data and characteristics. The programme enabled students to gain a deeper understanding of local biodiversity and explore practical approaches to ecological conservation.

The HKAGE exhibition booth also features an interactive photo-taking device, allowing visitors to take photos with different gifted programme themes and share the joy of learning.

On the first day of the exhibition, a “Build Your Own Glider Parent-Child Workshop” is specially organised by HKAGE for the visitors. Under the guidance of instructors and assisted by HKAGE students, participants will learn the basic principles of aerodynamics, including lift, gravity, thrust and drag. They will also learn to design, assemble and decorate their own gliders by using lightweight and durable materials, experiencing the joy of science and engineering.

Mr WONG Chung Po, Acting Executive Director of HKAGE, said: “The Academy is committed to providing gifted students with diversified learning platforms and encouraging them to transform knowledge into innovative practices that generate positive social impact. Participation in this exhibition not only provides students with a valuable learning experience that helps consolidate the knowledge acquired in gifted programmes, but also enables the public to better understand how gifted education nurtures a new generation of creative and socially responsible talents to jointly advance the philosophy of ‘Technology for Good’.”

InnoCarnival 2026 – The Hong Kong Academy for Gifted Education

Date:

24 Oct – 1 Nov

Venue:

The Hong Kong Science Park

Booth:

C08-09

Time:

10:00 – 17:00 (Mon to Fri)

10:00 – 18:00 (Sat & Sun)

 

About the HKAGE

Established in 2008 and subvented by the Education Bureau, the HKAGE offers gifted education services actively to local primary and secondary school students to unleash their potential. It also provides gifted education-related information and support for teachers, parents, and other relevant stakeholders.

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SOURCE Hong Kong Academy for Gifted Education

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LEAP Group Relaunches HumanView, a Growth Intelligence System Built to Explain Why Customers Behave the Way They Do

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Reimagined from the ground up, HumanView pairs statistical modeling with expert analysts to turn millions of real-world customer signals into business decisions

LOUISVILLE, Ky., Oct. 23, 2026 /PRNewswire/ — LEAP Group today announced the relaunch of HumanView, its growth intelligence service. The new version has been rebuilt from the ground up and now has a dedicated home at leapgroupnetwork.com/humanview.

HumanView analyzes what customers say and do across social platforms, e-commerce sites, review platforms, search behavior and user-generated content, including signals from Reddit, TikTok, YouTube, Meta, Amazon and Walmart+ that general AI tools cannot always access. Because the data reflects unprompted, real-world behavior, it avoids the response bias built into surveys and focus groups.

The service works in three layers. HumanView captures signals at scale, decodes millions of records through validated statistical models such as regression, correlation and clustering, and then relies on experienced analysts to interpret the patterns. Clients receive clear, human-validated insights instead of another dashboard.

“Machines find the patterns. Humans find the point,” said Alan Gilleo, CEO at LEAP Group. “The first version of HumanView showed us how much customers reveal when nobody is asking them questions. This version is built to explain why they act the way they do, and to put those answers in front of everyone making decisions, from product to service to marketing.”

HumanView focuses on three areas:

Growth Intelligence: customer motivations and how people perceive a brand and its competitors

Market and Category Intelligence: product pain points, service friction, unmet needs and competitive gaps

Audience Intelligence: new segments, positioning opportunities and gaps in the market

Every model is designed and validated by data scientists and benchmarked before it informs a recommendation.

To learn more about HumanView, visit leapgroupnetwork.com/humanview.

About LEAP Group
LEAP Group is a boutique marketing agency holding company with offices in Louisville, Indianapolis, Cincinnati and Chicago. Guided by the belief that brands should “Market Less. Matter More.,” LEAP gives clients access to specialized experts across its entire network. Learn more at leapgroupnetwork.com.

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SOURCE LEAP Group

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STEPHEN A. SMITH ADDRESSES WHITE HOUSE DINNER ATTENDANCE, REAFFIRMS COMMITMENT TO HBCUs AND PROTECTING CORPORATE INVESTMENT IN BLACK EDUCATION

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NEW YORK, Oct. 23, 2026 /PRNewswire/ — Stephen A. Smith, media mogul, New York Times bestselling author, and proud 1991 graduate of Winston-Salem State University, is addressing the public discussion surrounding his decision to attend a White House dinner with President Donald Trump, emphasizing his commitment to the long-term financial stability of Historically Black Colleges and Universities (HBCUs).

For Smith, the decision was rooted in a commitment to institutions that have educated generations of Black leaders, professionals, entrepreneurs, and public servants.

“I will always advocate for HBCUs and the students whose futures depend on them,” Smith said. “My reason for attending the White House dinner was to discuss the challenges these institutions face in securing long-term funding and to make the case that corporate America must continue to invest in them.”

Smith acknowledged federal support through the FUTURE Act while expressing concern that political tensions surrounding diversity, equity, and inclusion (DEI) could discourage private companies from supporting HBCUs. He maintains that these institutions deserve sustained corporate partnerships, philanthropic contributions, and public investment.

“If we truly believe in free-market capitalism, businesses should be able to support educational institutions and charitable causes without fear of criticism or repercussions,” Smith said. “HBCUs have made extraordinary contributions to this country. They deserve sustained public and private investment.”

Ashley Christopher, Esq., Founder and CEO of the HBCU Week Foundation, recognized Smith’s advocacy and decision to engage with the administration.

“Stephen A. Smith has been a powerful advocate for HBCUs, using his platform and influence to shine a national spotlight on our institutions,” expressed Christopher, “His continued support of HBCU Week helps advance our mission of connecting students with life-changing educational opportunities, and we are proud to have him as our ambassador.”

Since Smith became an HBCU Week Ambassador in 2019, the initiative has facilitated more than 15,000 on-the-spot college acceptances and raised and awarded more than $150 million in scholarships, according to the HBCU Week Foundation.

As public discussion continues, Smith is emphasizing the importance of ensuring HBCUs have the resources and partnerships needed to educate future generations and expand opportunities for students.

CLICK HERE to watch Smith’s full response to his White House visit.

MEDIA CONTACT:

media@mrsasinc.com

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SOURCE Straight Shooter Media

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