Enterprise Adoption
14 gains3 Traces11 problems
Every measured gain and problem on the record for this topic, newest first. Updated .
One square per record, darker for stronger evidence:Evidence: 1 high17 moderate10 emerging
AI adoption in companies
A Trace is one record with both a gain and a problem, so it counts on both sides: 17 records show a gain and 14 show a problem. 26 context records are in the record list but not counted, because they report no measured gain or problem.
| Evidence | Gain side | Problem side |
|---|---|---|
| HighStrong study design, backed by at least two independent sources | 0 | 1 |
| ModerateA measured study or an official source | 12 | 6 |
| EmergingEarly, small, unreviewed or reported second-hand | 5 | 7 |
By type of evidence: 11 surveys; 4 news reports; 3 observational studies; 2 investigations by reporters; 2 benchmark or lab tests; 2 commentaries or narrative reviews; 2 interview studies; 2 systematic reviews or meta-analyses. How evidence is scored
In a survey of 269 Vietnamese manufacturing SME managers, firms with more AI-enabled cooperation with other firms reported higher organizational resilience, partly via an AI-driven digital service innovation strategy.
In 234 Chinese B2B firms (2011–2022), AI robotics capability was associated with higher customer value realization and brand value when firms had strong marketing execution capability.
A study of Chinese listed companies from 2008 to 2022 found that firms with more AI innovation used energy more efficiently, with stronger gains in key technological sectors and capital-intensive industries.
Across 95 studies and 82,751 participants, customers on average responded less favorably when firms put AI agents, such as chatbots and recommendation algorithms, in place.
A review of 25 studies says machine learning in food quality control is held back by scarce data, uneven domain coverage, old systems that are hard to integrate, and regulatory compliance.
Lindy laid off one-third of its staff, from almost 50 employees to about 20, and filled many roles with AI agents; workers say they now spend time checking agents' output for errors.
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The study analyzed unbalanced panel data from 234 Chinese business-to-business firms covering 2011 to 2022. It measured AI-enabled robotics capability through patent portfolios and built a multidimensional marketing execution index, then tested a moderated mediation model with fixed-effects regression.
Journal of Business & Industrial Marketing
Researchers examined how digital leadership shapes the way hotels use artificial intelligence for sustainability goals.
This critical narrative review surveys how AI and machine learning are applied across supply chain functions including demand forecasting, inventory planning, sourcing, manufacturing, logistics, risk management and…
Researchers used practitioner-led collaborative action research and the theory of practice architectures to analyse a longitudinal corpus of documented generative AI interactions in university professional work.
A conceptual review of recent academic literature and professional reports examines how AI is changing accounting and auditing. It describes a shift from manual data processing and periodic reporting toward continuous…
A survey of firms in Taiwan's semiconductor industry was analyzed with partial least squares structural equation modeling to test how the quality of AIoT systems shapes supply chain outcomes.
A survey of 526 executives of small and medium-sized firms in four traditional industries across four Chinese regions tested what drives their intention to adopt artificial intelligence.
A scoping review, guided by PRISMA-ScR transparency principles, surveyed academic and industry writing on using generative AI to produce project management office outputs such as status reports,…
A survey of 205 senior technology executives in Taiwan's high-technology manufacturing sector tested how AI-enabled materials informatics capability relates to sustainable innovation performance.
A study in PLOS One examined how China's ultra-high voltage (UHV) power transmission lines affected AI development at listed companies.
A Warwick Business School professor observed a board facing a choice between renovating an old facility and setting up elsewhere.
Researchers at Warwick Business School studied 776 professionals at Procter & Gamble and found that generative AI can work as a "cybernetic teammate", contributing creatively to projects.
Several large employers that moved fast on AI tools are now slowing down. Meta reportedly scaled back plans to cut staff and add AI agents after employees spent growing time fixing technical and…
On October 8 2026, industry leaders said India's semiconductor ambitions combined with rapid adoption of agentic AI are set to reshape the country's technology and telecom ecosystem, pointing to…
By September 2023, after OpenAI introduced ChatGPT in November 2022, a peer-reviewed study examined generative AI from a business model innovation perspective.
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