Enterprise Adoption

14 gains3 Traces11 problems

AI adoption in companies: what 28 records show

Every measured gain and problem on the record for this topic, newest first. Updated November 9, 2026.

The count28 counted · 26 context

One square per record, darker for stronger evidence:Evidence: 1 high17 moderate10 emerging

The records

AI adoption in companies

What 28 records show

The records

AI adoption in companies: what 28 records show · Truvace

The count

Gains: 14
Traces: 3
Problems: 11

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.

How strong the evidence is

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

Strongest gains

Vietnamese factories using AI to cooperate report more resilience, a 269-manager survey says
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.
Survey · Evidence: Moderate · 74/100 · TRV-2026-2139
Across 234 Chinese B2B firms, AI robotics paid off only where marketing could deliver, a study found
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.
Observational study · Evidence: Moderate · 60/100 · TRV-2026-1904
Chinese listed firms with more AI innovation used energy more efficiently, a study found
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.
Observational study · Evidence: Moderate · 60/100 · TRV-2026-2054

Strongest problems

Customers react worse to AI agents on average, a review of 95 studies and 82,751 people finds
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.
Systematic review or meta-analysis · Evidence: High · 93/100 · TRV-2026-0155
Food makers' AI quality control is held back by scarce data and old systems, a review of 25 studies found
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.
Systematic review or meta-analysis · Evidence: Moderate · 70/100 · TRV-2026-0481
What is it like to work when your co-workers are AI agents?
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.
Investigative reporting · Evidence: Moderate · 55/100 · TRV-2026-2309

Is your study missing? Add it

AI adoption in companies: what 28 records show

The records

What 28 records show

The records

AI adoption in companies: what 28 records show

The records

What 28 records show

The count

How strong the evidence is

Strongest gains

Vietnamese factories using AI to cooperate report more resilience, a 269-manager survey says

Across 234 Chinese B2B firms, AI robotics paid off only where marketing could deliver, a study found

Chinese listed firms with more AI innovation used energy more efficiently, a study found

Strongest problems

Customers react worse to AI agents on average, a review of 95 studies and 82,751 people finds

Food makers' AI quality control is held back by scarce data and old systems, a review of 25 studies found

What is it like to work when your co-workers are AI agents?

The records

Vietnamese factories using AI to cooperate report more resilience, a 269-manager survey says

Survey of 230 small firms finds AI strengthens green know-how's link to sustainability

Indian bank professionals say AI accuracy and forecasting are linked to more efficient strategy

Chinese listed firms with more AI innovation used energy more efficiently, a study found

In a Taiwan survey, AI skills tied to sustainable innovation, largely through partners

Four Turkish hotel groups' own reports link AI to energy efficiency, a document study found

Chinese firms mention AI more in reports after ultra-high voltage lines arrive, a study found

AI has made it to the boardroom – can companies make the most of it?

Are you ready for a cybernetic colleague? How to use AI in the workplace without dumbing down

AI use didn't directly change worker wellbeing, a survey of 207 Finland-based firms found

Survey of 87 French small firms links generative AI use to crisis resilience

US innovation managers say AI is used in over half of projects, mostly in development

384 IT managers say generative AI use boosts company performance, mainly at innovative firms

Business AI hits 94.1% accuracy predicting supply disruptions, but only in benchmark tests