Primary-source library

What is in the library

This bibliography contains 222 unique public source URLs: 210 reviewed records from the underlying research inventory, plus 12 additional unique sources checked for the public publication. The primary counted corpus remains 130 publication/report units and 113 report/study families across nine organizations. The library is larger than the report’s 50 references and is not a claim that all entries are independent empirical studies.

The flagship report cites 48 external primary sources and two Nikxius product-evidence references. Original publication dates are preserved; undated documentation remains undated. A review date is not a publication date. Read the methodology before interpreting counts or convergence.

Download the structured source library. Sources are linked, not republished. Inclusion does not imply endorsement.

McKinsey & Company

Building the foundations for agentic AI at scale

Building the foundations for agentic AI at scale · 2026-04 · PDF research report

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Seizing the agentic AI advantage

Seizing the agentic AI advantage · 2025-06 · PDF research report

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The agentic organization: Contours of the next paradigm for the AI era

The agentic organization: Contours of the next paradigm for the AI era · 2025-09 · PDF research report

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Technology Trends Outlook 2025

Technology Trends Outlook 2025 · 2025-07 · PDF research report

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The telco reinvention: How AI can fuel value creation

The telco reinvention: How AI can fuel value creation · 2026-03 · PDF research report

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

BCG

As AI Investments Surge, CEOs Take the Lead

As AI Investments Surge, CEOs Take the Lead · 2026-01-15 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The Widening AI Value Gap: Build for the Future 2025

The Widening AI Value Gap: Build for the Future 2025 · 2025-09 · PDF research report

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

From Potential to Profit: Closing the AI Impact Gap

From Potential to Profit: Closing the AI Impact Gap · 2025-01-15 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI at Work: Momentum Builds, but Gaps Remain

AI at Work: Momentum Builds, but Gaps Remain · 2025-06-26 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI at Work: Strategy Matters More Than Tools

AI at Work: Strategy Matters More Than Tools · 2026-06-03 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Enterprise AI Control Plane: The CIO’s Guide to Governing and Accelerating AI Agents

Enterprise AI Control Plane: The CIO’s Guide to Governing and Accelerating AI Agents · 2026-08-14 · first-party article/research

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Building Enterprise AI Agents in Regulated Industries

Building Enterprise AI Agents in Regulated Industries · 2026-07-20 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Why AI Agents Need an Identity, Not Just Instructions

Why AI Agents Need an Identity, Not Just Instructions · 2026-06-17 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

What Happens When AI Stops Asking Permission?

What Happens When AI Stops Asking Permission? · 2025-12-17 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Agentic AI Is Rewriting the Rules of Data Risk Management

Agentic AI Is Rewriting the Rules of Data Risk Management · 2026-06-08 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The Agentic Leadership Playbook: A Scaling Strategy for CTOs and CIOs

The Agentic Leadership Playbook: A Scaling Strategy for CTOs and CIOs · 2026-07-08 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI-First Banks Are Rewriting the Rules of Retail Banking

How AI-First Banks Are Rewriting the Rules of Retail Banking · 2026-06-18 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI for Healthcare Payers: How to Become AI-First

AI for Healthcare Payers: How to Become AI-First · 2026-06-03 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

CEOs Are Starting to See Value from AI. Now Comes Execution.

CEOs Are Starting to See Value from AI. Now Comes Execution. · 2026-07-22 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The AI-First Real Estate Company: An Opportunity for Structural Advantage

The AI-First Real Estate Company: An Opportunity for Structural Advantage · 2026-05-14 · Practitioner research article

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Taking a Page from Commodity Traders: A New Playbook for Commercial Real Estate Investors

Taking a Page from Commodity Traders: A New Playbook for Commercial Real Estate Investors · 2026-06-29 · Practitioner research article

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Rebuilding Asset Management for an AI-First World

Rebuilding Asset Management for an AI-First World · 2026-04-28 · Report chapter

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Distribution Is the New Source of Advantage in Asset Management

Distribution Is the New Source of Advantage in Asset Management · 2026-04-28 · Report chapter

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

An Imperative for Growth

An Imperative for Growth · 2026-04-28 · Report chapter

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Bain & Company

What Is AI Governance?

What Is AI Governance? · 2026-07-13 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Better, Faster, Leaner: Reinventing HR with Generative AI

Better, Faster, Leaner: Reinventing HR with Generative AI · 2024-11-19 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How to Break Through Pharma’s Innovation Bottleneck with AI

How to Break Through Pharma’s Innovation Bottleneck with AI · 2026-01-07 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Building the Foundation for Agentic AI

Building the Foundation for Agentic AI · 2025-09-23 · distinct chapter of Technology Report 2025

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

State of the Art of Agentic AI Transformation

State of the Art of Agentic AI Transformation · 2025-09-23 · distinct chapter of Technology Report 2025

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Will Agentic AI Disrupt SaaS?

Will Agentic AI Disrupt SaaS? · 2025-09-23 · distinct chapter of Technology Report 2025

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

From Pilots to Payoff: Generative AI in Software Development

From Pilots to Payoff: Generative AI in Software Development · 2025-09-23 · distinct chapter of Technology Report 2025

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The Three Layers of an Agentic AI Platform

The Three Layers of an Agentic AI Platform · 2026-04-02 · first-party article/research

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Why Agentic AI Demands a New Architecture

Why Agentic AI Demands a New Architecture · 2026-03-09 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How CIOs Think About Agentic AI

How CIOs Think About Agentic AI · 2025-06-13 · survey infographic + first-party publication page

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Your AI Budget Is Growing. Your Returns Aren’t. Here’s Why.

Your AI Budget Is Growing. Your Returns Aren’t. Here’s Why. · 2026-06-01 · first-party article/research

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

What It Takes to Build the AI-Native Modern Bank

What It Takes to Build the AI-Native Modern Bank · 2026-07-22 · first-party article/research

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Agentic AI Commerce Hinges on Consumer Trust

Agentic AI Commerce Hinges on Consumer Trust · 2025-07-01 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The Architecture Decisions Only CFOs Can Make

The Architecture Decisions Only CFOs Can Make · 2026-05-22 · first-party article/research

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI Is Transforming Productivity, but Sales Remains a New Frontier

AI Is Transforming Productivity, but Sales Remains a New Frontier · 2025-09-23 · distinct chapter of Technology Report 2025

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI Won’t Save an Unfocused Game

AI Won’t Save an Unfocused Game · 2026-08-18 · Report chapter

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Not Yet, Robots: How to Win in Media’s Flooded Era

Not Yet, Robots: How to Win in Media’s Flooded Era · 2025-08-28 · Practitioner research article

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

EY / EY-Parthenon

How AI use is shifting from assistive to autonomous | EY - Global

How AI use is shifting from assistive to autonomous | EY - Global · 2026-03-26 · AI Sentiment Study 2026

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

CEO priorities 2026: growth, resilience, and AI ROI | EY - Global

CEO priorities 2026: growth, resilience, and AI ROI | EY - Global · 2026-05-04 · EY-Parthenon CEO Outlook survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Case study: Building an enterprise-scale agentic AI OS | EY - Global

Case study: Building an enterprise-scale agentic AI OS | EY - Global · 2026-04-29 · enterprise agentic platform case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Responsible AI Principles for Competitive Advantage | EY - Global

Responsible AI Principles for Competitive Advantage | EY - Global · 2023-09-28 · responsible AI principles

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

EY expands NVIDIA-powered enterprise AI capabilities with industry-first validation of NVIDIA NemoClaw for LangChain | EY - Global

EY expands NVIDIA-powered enterprise AI capabilities with industry-first validation of NVIDIA NemoClaw for LangChain | EY - Global · 2026-07-27 · first-party technical validation announcement

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The AI landscape in cybersecurity | EY - US

The AI landscape in cybersecurity | EY - US · 2026-03-19 · AI in cybersecurity executive survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Can AI advance toward value if workforce tensions linger? | EY - Global

Can AI advance toward value if workforce tensions linger? | EY - Global · 2025-11-10 · Work Reimagined Survey 2025

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Agentic AI: Next Frontier of Human and AI Orchestration | EY - Global

Agentic AI: Next Frontier of Human and AI Orchestration | EY - Global · Original publication date unknown · agentic AI service portfolio

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI innovation powers Microsoft’s finance journey | EY - Global

How AI innovation powers Microsoft’s finance journey | EY - Global · 2025-10-30 · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI drove data optimization for oil and gas capital projects | EY - Global

How AI drove data optimization for oil and gas capital projects | EY - Global · 2024-09-16 · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How Mott MacDonald accelerated responsible AI | EY - Global

How Mott MacDonald accelerated responsible AI | EY - Global · 2025-02-24 · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How Microsoft uses GenAI for compliance | EY - Global

How Microsoft uses GenAI for compliance | EY - Global · 2024-10-15 · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Case study: How AI automated insurance claims | EY - Global

Case study: How AI automated insurance claims | EY - Global · 2024-01-22 · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI helped a health care company transform delivery | EY - Global

How AI helped a health care company transform delivery | EY - Global · 2024-08-09 · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How Novartis optimized its supply chain | EY - Global

How Novartis optimized its supply chain | EY - Global · 2026-08-05 · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How responsible AI translates investment into impact | EY - Global

How responsible AI translates investment into impact | EY - Global · 2025-10-08 · Responsible AI Pulse survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Agentic AI set to boost global infrastructure productivity: new EY report | EY - Global

Agentic AI set to boost global infrastructure productivity: new EY report | EY - Global · 2026-05-06 · infrastructure report press release

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Agentic AI governance and real-time trust | EY - US

Agentic AI governance and real-time trust | EY - US · 2026-06-08 · executive technical thought leadership

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

KPMG

Global AI Pulse Q2 2026

Global AI Pulse Q2 2026 · 2026-06 · executive survey

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

KPMG Global AI in finance report

KPMG Global AI in finance report · 2026-05 · finance executive survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Global tech report 2026

Global tech report 2026 · 2026-01 · technology executive survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Invisible access, visible risk

Invisible access, visible risk · 2025-12-19 · security technical analysis

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Agentic AI advantage: Unlocking next-level value

Agentic AI advantage: Unlocking next-level value · 2025-10 · agentic AI architecture and cases report

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI’s dual promise: Enabling climate outcomes and powering the energy transition

AI’s dual promise: Enabling climate outcomes and powering the energy transition · 2026-06-15 · energy AI research summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

KPMG and Microsoft scale trusted, enterprise AI agents globally through deployment of Agent 365 and Copilot

KPMG and Microsoft scale trusted, enterprise AI agents globally through deployment of Agent 365 and Copilot · 2026-06-09 · alliance and deployment announcement

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

KPMG Managed Services Outlook Survey 2026

KPMG Managed Services Outlook Survey 2026 · 2026-04-09 · managed services buyer survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Trust, attitudes and use of artificial intelligence: A global study 2025

Trust, attitudes and use of artificial intelligence: A global study 2025 · 2025-04 · KPMG / University of Melbourne public survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Cybersecurity considerations 2025

Cybersecurity considerations 2025 · 2025-03 · CISO strategy report

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI in Legal

AI in Legal · Original publication date unknown · service and product architecture page

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Global AI Pulse Q1 2026

Global AI Pulse Q1 2026 · 2026-05 · executive survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

AI in financial reporting and audit: Navigating the new era

AI in financial reporting and audit: Navigating the new era · 2024-05 · financial reporting executive survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Guide: AI and automation in financial reporting

Guide: AI and automation in financial reporting · 2024-12 · financial reporting controls guide summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Strengthening trust and regulatory compliance with AI

Strengthening trust and regulatory compliance with AI · Original publication date unknown · customer case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

PwC

Decoding ROI from AI | PwC

Decoding ROI from AI | PwC · 2026-04-13 · research overview

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The rise of autonomous AI in cybersecurity | PwC

The rise of autonomous AI in cybersecurity | PwC · 2026-04-09 · research-series index

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

2026 AI business predictions | PwC

2026 AI business predictions | PwC · 2025-12-02 · predictions / executive analysis

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How do you win the game of AI telephone? | PwC

How do you win the game of AI telephone? | PwC · 2025-11-12 · executive technical opinion

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI is transforming research and development | PwC

How AI is transforming research and development | PwC · 2025-11-26 · R&D report / implementation analysis

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

PwC launches AI Agent Operating System for enterprises: PwC

PwC launches AI Agent Operating System for enterprises: PwC · 2025-03-27 · product announcement with case examples

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Want ROI from AI? Go for growth | PwC

Want ROI from AI? Go for growth | PwC · 2026-04-13 · executive survey and analysis

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Responsible AI survey: PwC

Responsible AI survey: PwC · 2025-10-30 · US Responsible AI survey

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Maximising the impact of agentic AI | PwC

Maximising the impact of agentic AI | PwC · 2025-08-28 · survey summary

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

AI in operations | PwC

AI in operations | PwC · 2025-03-31 · operations executive survey summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

Nine AI-fuelled business models that leaders can’t ignore | PwC

Nine AI-fuelled business models that leaders can’t ignore | PwC · 2025-07-08 · future business-model analysis

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Who’s in control: Managing the cyber risks of AI agents

Who’s in control: Managing the cyber risks of AI agents · Original publication date unknown · technical cybersecurity perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Agents of change - When AI agents lose their way: How to manage the insider threat

Agents of change - When AI agents lose their way: How to manage the insider threat · Original publication date unknown · incident-response and identity perspective

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Rethinking learning in the age of AI | PwC

Rethinking learning in the age of AI | PwC · 2025-11-28 · education thought leadership

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI agent survey: PwC

AI agent survey: PwC · 2025-05-16 · executive survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

PwC’s 29th Global CEO Survey: Leading through uncertainty in the age of AI

PwC’s 29th Global CEO Survey: Leading through uncertainty in the age of AI · 2026-01-19 · CEO survey

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Self-reported survey. Population, fieldwork, eligibility and denominator must accompany quantitative claims; do not infer causality.

US AI Jobs Barometer: PwC

US AI Jobs Barometer: PwC · 2025-06-03 · labor-market analysis

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Accenture

Technology Vision 2025: AI—A Declaration of Autonomy

Technology Vision 2025: AI—A Declaration of Autonomy · 2025 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Accenture’s AI Agent Security: Enhancing Cyber Resilience

Accenture’s AI Agent Security: Enhancing Cyber Resilience · 2025-01-20 · first-party article / perspective

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Harnessing The Power of AI Agents

Harnessing The Power of AI Agents · 2024-11-02 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Building a Reinvention-Ready Digital Core

Building a Reinvention-Ready Digital Core · 2024-11-06 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Thrive with responsible AI: Embedding trust can unlock value

Thrive with responsible AI: Embedding trust can unlock value · 2024-11-29 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

State of Cybersecurity Resilience 2025

State of Cybersecurity Resilience 2025 · 2025-06-25 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The Front-runners’ Guide to Scaling AI

The Front-runners’ Guide to Scaling AI · 2025-05-06 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Agentic Commerce and the Future of Payments

Agentic Commerce and the Future of Payments · 2026-05-27 · first-party article / perspective

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Systemic AI at the Root of Manufacturing Performance

Systemic AI at the Root of Manufacturing Performance · 2026-04-21 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The New Rules of Platform Strategy in the Age of Agentic AI

The New Rules of Platform Strategy in the Age of Agentic AI · 2025-12-18 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Data Essentials with Generative AI

Data Essentials with Generative AI · 2024-10-21 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI-ready Infrastructure | IT Infrastructure

AI-ready Infrastructure | IT Infrastructure · 2025-05-05 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The AI Advantage for Insurers

The AI Advantage for Insurers · 2026-06-24 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI Approach to Maximizing Value in Supply Chain Procurement

AI Approach to Maximizing Value in Supply Chain Procurement · 2026-02-05 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Reinventing Life Sciences Age of Generative AI

Reinventing Life Sciences Age of Generative AI · 2024-08-30 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

The AI-enabled Capital Project

The AI-enabled Capital Project · 2026-08-25 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Oliver Wyman

Financial Services’ Future In AI Age: Known Unknown Debates

Financial Services’ Future In AI Age: Known Unknown Debates · 2026-01-14 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Why Trust Gives Banks An Edge In The AI Economy

Why Trust Gives Banks An Edge In The AI Economy · 2026-01-14 · first-party article / perspective

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI Agents Are Becoming The New Gateway To Banking

How AI Agents Are Becoming The New Gateway To Banking · 2026-01-14 · first-party article / perspective

Related summary/chapter; excluded from130. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Agentic AI Transforming Compliance at Financial Institutions

Agentic AI Transforming Compliance at Financial Institutions · 2026-02-17 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Reimagining Technology Operations With AI And Digital Agents

Reimagining Technology Operations With AI And Digital Agents · 2025-02-03 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Why AI, Financial Crime, And Fraud Top CRO Concerns

Why AI, Financial Crime, And Fraud Top CRO Concerns · 2025-11-04 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI needs stronger procurement controls to curb rising costs

AI needs stronger procurement controls to curb rising costs · 2026-08-19 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How to use agentic AI to boost procurement efficiency

How to use agentic AI to boost procurement efficiency · 2026-04-16 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI for enterprise legacy IT runs operations at scale

How AI for enterprise legacy IT runs operations at scale · 2026-05-20 · first-party article / perspective

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Turning health system AI spending into bottom-line results

Turning health system AI spending into bottom-line results · 2026-03-10 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How Logistics Operators Harness AI To Boost Efficiency

How Logistics Operators Harness AI To Boost Efficiency · 2025-11-18 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI Will Reshape The Frontlines Of Upstream Oil And Gas

How AI Will Reshape The Frontlines Of Upstream Oil And Gas · 2025-10-22 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

3 Ways To Harness Generative AI For Better Claims Management

3 Ways To Harness Generative AI For Better Claims Management · 2025-05-21 · research report / official executive summary

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Dark Side Of Generative AI: How To Navigate Cyber Threats

Dark Side Of Generative AI: How To Navigate Cyber Threats · 2025-05-21 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How agentic AI is reshaping the services industry

How agentic AI is reshaping the services industry · 2026-08-10 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Why government AI success starts with simpler operations

Why government AI success starts with simpler operations · 2026-07-22 · first-party article / perspective

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

How AI can close the growing defense readiness gap

How AI can close the growing defense readiness gap · 2026-08-11 · first-party article / perspective

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Why IT operating models need to change before agentic AI

Why IT operating models need to change before agentic AI · 2026-09-08 · research report / official executive summary

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Palantir

AI ethics and governance

AI ethics and governance · Original publication date unknown · technical documentation

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

AIP security and privacy

AIP security and privacy · Original publication date unknown · technical documentation

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Action types • Submission criteria

Action types • Submission criteria · Original publication date unknown · technical documentation

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Action types • Permissions

Action types • Permissions · Original publication date unknown · technical documentation

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Action types • Side effects • Webhooks

Action types • Side effects • Webhooks · Original publication date unknown · technical documentation

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Action types • Action log

Action types • Action log · Original publication date unknown · technical documentation

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

AIP Evals • Overview

AIP Evals • Overview · Original publication date unknown · technical documentation

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Overview • Ontology

Overview • Ontology · Original publication date unknown · technical documentation

Counted principal-corpus publication. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Checkpoints • Overview

Checkpoints • Overview · Original publication date unknown · technical documentation

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Cleveland Clinic / Palantir

Cleveland Clinic / Palantir · Original publication date unknown · case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

SOMPO and Palantir

SOMPO and Palantir · Original publication date unknown · case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Impact | Airbus and Skywise

Impact | Airbus and Skywise · Original publication date unknown · case study

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AIP Chatbot Studio • Overview

AIP Chatbot Studio • Overview · Original publication date unknown · technical documentation

Counted principal-corpus publication. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

AWS

Policy in Amazon Bedrock AgentCore: Control Agent Interactions - Amazon Bedrock AgentCore

Policy in Amazon Bedrock AgentCore: Control Agent Interactions - Amazon Bedrock AgentCore · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Temporal policies - Amazon Bedrock AgentCore

Temporal policies - Amazon Bedrock AgentCore · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Implementing authorization in Amazon Verified Permissions - Amazon Verified Permissions

Implementing authorization in Amazon Verified Permissions - Amazon Verified Permissions · Original publication date unknown · technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Microsoft

Authorization in Microsoft Entra Agent ID | Microsoft Learn

Authorization in Microsoft Entra Agent ID | Microsoft Learn · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

GitHub - microsoft/agent-governance-toolkit: AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10. · GitHub

GitHub - microsoft/agent-governance-toolkit: AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10. · GitHub · Original publication date unknown · Official open-source repository

Public-report follow-up. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior. Repository labels itself Public Preview. Source listing is not proof of a successful customer deployment or a complete comparison.

agent-governance-toolkit/policy-engine/spec/SPECIFICATION.md at main · microsoft/agent-governance-toolkit · GitHub

agent-governance-toolkit/policy-engine/spec/SPECIFICATION.md at main · microsoft/agent-governance-toolkit · GitHub · Original publication date unknown · Official draft specification

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested. Captured document is Draft: engine 0.4.0-alpha.3, manifest 0.4.0-alpha.1. Pure decision semantics do not by themselves implement durable external-effect recovery.

Auth0 / Okta

Auth0 for AI Agents: Ship with Secure Authorization | Auth0

Auth0 for AI Agents: Ship with Secure Authorization | Auth0 · Original publication date unknown · product documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Descope

Identity provider for AI Agents and MCP Servers | Descope Agentic Identity Hub

Identity provider for AI Agents and MCP Servers | Descope Agentic Identity Hub · Original publication date unknown · product documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Arcade

Arcade: The Actions Runtime for Enterprise AI Agents

Arcade: The Actions Runtime for Enterprise AI Agents · Original publication date unknown · product documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Palo Alto Networks

Palo Alto Networks Completes Acquisition of Portkey to Secure AI Agents - Palo Alto Networks

Palo Alto Networks Completes Acquisition of Portkey to Secure AI Agents - Palo Alto Networks · 2026-05-29 · acquisition announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Palo Alto Networks Completes Acquisition of Protect AI - Palo Alto Networks

Palo Alto Networks Completes Acquisition of Protect AI - Palo Alto Networks · 2025-07-22 · acquisition announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Idira — Our Journey to Democratize Privilege Controls

Idira — Our Journey to Democratize Privilege Controls · 2026-05-12 · product launch / executive thought leadership

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Zenity

Zenity Raises $125 Million to Secure the Era of 1 Billion AI Agents

Zenity Raises $125 Million to Secure the Era of 1 Billion AI Agents · 2026-08-03 · funding announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Zenity | Secure AI Agents Everywhere

Zenity | Secure AI Agents Everywhere · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Sapiom

Sapiom Raises $35 Million Series A to Power the Next Trillion AI Agents | Sapiom

Sapiom Raises $35 Million Series A to Power the Next Trillion AI Agents | Sapiom · 2026-08-05 · funding announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Teleport

Agentic Identity Framework: Secure AI Agents | Teleport

Agentic Identity Framework: Secure AI Agents | Teleport · Original publication date unknown · product architecture

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Teleport Beams — Trusted Runtimes for Infrastructure Agents

Teleport Beams — Trusted Runtimes for Infrastructure Agents · Original publication date unknown · product architecture

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Delinea / StrongDM

Delinea Acquires StrongDM to Secures AI with Continuous Authorization

Delinea Acquires StrongDM to Secures AI with Continuous Authorization · 2026-03-05 · acquisition announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Google AP2 project

Agent Authorization Framework - AP2 - Agent Payments Protocol Documentation

Agent Authorization Framework - AP2 - Agent Payments Protocol Documentation · Original publication date unknown · protocol specification

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Noma Security

Noma Security Raises $100M to Drive Adoption of AI Agent Security | Noma Security

Noma Security Raises $100M to Drive Adoption of AI Agent Security | Noma Security · 2025-07-31 · funding announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Noma Security | AI Security Platform for LLMs, RAG, & AI Agents

Noma Security | AI Security Platform for LLMs, RAG, & AI Agents · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Cerbos

Cerbos Cloud Launch & Cerbos Secures $7.5 Million Extended Seed Funding | Cerbos

Cerbos Cloud Launch & Cerbos Secures $7.5 Million Extended Seed Funding | Cerbos · 2023-04-12 · funding announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Cerbos: Authorization for Enterprise Software and AI | Cerbos

Cerbos: Authorization for Enterprise Software and AI | Cerbos · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Credo AI

Credo AI Announces $12.8M Series A Funding Round for Responsible AI - Credo AI News

Credo AI Announces $12.8M Series A Funding Round for Responsible AI - Credo AI News · 2022-05-17 · funding announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Credo AI - The Trusted Leader in AI Governance

Credo AI - The Trusted Leader in AI Governance · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Temporal

What is a Temporal Retry Policy? | Temporal Documentation

What is a Temporal Retry Policy? | Temporal Documentation · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Activity Definition | Temporal Documentation

Activity Definition | Temporal Documentation · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Stripe

Advanced error handling | Stripe Documentation

Advanced error handling | Stripe Documentation · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Agents and AI on Stripe | Stripe Documentation

Agents and AI on Stripe | Stripe Documentation · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Shared payment tokens | Stripe Documentation

Shared payment tokens | Stripe Documentation · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Modern Treasury

Approval Rules Overview

Approval Rules Overview · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Creating an Approval Rule for Payment Orders

Creating an Approval Rule for Payment Orders · Original publication date unknown · technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

What We Learned Building a Bank Operations Agent

What We Learned Building a Bank Operations Agent · 2026-07-24 · customer-operated case study

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Cisco

Securing the Agentic Workforce: Cisco Announces Intent to Acquire Astrix Security - Cisco Blogs

Securing the Agentic Workforce: Cisco Announces Intent to Acquire Astrix Security - Cisco Blogs · 2026-05-04 · acquisition announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Aembit

Aembit Raises $25 Million in Series A Funding for Non-Human Identity and Access Management - Aembit

Aembit Raises $25 Million in Series A Funding for Non-Human Identity and Access Management - Aembit · 2024-09-12 · funding announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

MCP Identity Gateway | DOCS

MCP Identity Gateway | DOCS · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

SGNL

SGNL | Press release: SGNL secures $30M Series A to disrupt legacy enterprise Access Management and power identity-first security

SGNL | Press release: SGNL secures $30M Series A to disrupt legacy enterprise Access Management and power identity-first security · 2025-02-12 · funding announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Google

How Google SRE is using agentic AI to improve operations | Google Cloud Blog

How Google SRE is using agentic AI to improve operations | Google Cloud Blog · 2026-05-29 · technical case study

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Klarna

Klarna AI assistant handles two-thirds of customer service chats in its first month | Klarna International

Klarna AI assistant handles two-thirds of customer service chats in its first month | Klarna International · 2024-02-27 · customer-operated case study

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Open Policy Agent

Philosophy | Open Policy Agent

Philosophy | Open Policy Agent · Original publication date unknown · technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

OWASP

LLM06:2025 Excessive Agency - OWASP Gen AI Security Project

LLM06:2025 Excessive Agency - OWASP Gen AI Security Project · 2025 · security guidance

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AI Agent Security - OWASP Cheat Sheet Series

AI Agent Security - OWASP Cheat Sheet Series · Original publication date unknown · Security guidance

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior. No publication/update date exposed in the captured page. Guidance corroborates a design principle; it does not constitute product certification.

NIST

AI Agent Standards Initiative | NIST

AI Agent Standards Initiative | NIST · 2026-02-17 · standards initiative

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

European Union

Regulation - EU - 2026/1744 - EN - EUR-Lex

Regulation - EU - 2026/1744 - EN - EUR-Lex · 2026-07-24 · official regulation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

European Commission

AI Act | Shaping Europe’s digital future

AI Act | Shaping Europe’s digital future · Original publication date unknown · official policy summary

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

OCC

Model Risk Management: Revised Guidance | OCC

Model Risk Management: Revised Guidance | OCC · 2026-04-17 · regulatory guidance

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Index Ventures

Rebuilding Identity for the Agentic… | Index Ventures

Rebuilding Identity for the Agentic… | Index Ventures · 2026-06-15 · investor announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Greylock

Rogue Agents: Deciphering Agent Intent | Greylock

Rogue Agents: Deciphering Agent Intent | Greylock · 2026-09-10 · investor analysis

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Sequoia Capital

Partnering with Cymphony: Security Unlocks Adoption | Sequoia Capital | Sequoia Capital

Partnering with Cymphony: Security Unlocks Adoption | Sequoia Capital | Sequoia Capital · 2026-09-09 · investor announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Partnering with Empirik: Building the Autonomous Infrastructure Engineer | Sequoia Capital

Partnering with Empirik: Building the Autonomous Infrastructure Engineer | Sequoia Capital · 2026-09-01 · investor announcement

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Keel project

Transactional CX exact-action contract v1

Transactional CX exact-action contract v1 · Original publication date unknown · project specification

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Okta

Okta Secures AI | Okta

Okta Secures AI | Okta · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Astrix / Cisco

Identity Security for AI Agents & NHIs | Astrix Security

Identity Security for AI Agents & NHIs | Astrix Security · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Cedar project

What is Cedar? | Cedar Policy Language Reference Guide

What is Cedar? | Cedar Policy Language Reference Guide · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Composio

Composio · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Holistic AI

Holistic AI – The Leading AI Governance Platform

Holistic AI – The Leading AI Governance Platform · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

LangChain / LangSmith

LangSmith: Agent & LLM Observability Platform

LangSmith: Agent & LLM Observability Platform · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Arize AI

Agent Observability, Evaluation & Improvement Platform | Arize AI

Agent Observability, Evaluation & Improvement Platform | Arize AI · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Langfuse

Langfuse: Open Source Agent Evals & Observability

Langfuse: Open Source Agent Evals & Observability · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Datadog

Agent Observability | LLM Observability | Datadog

Agent Observability | LLM Observability | Datadog · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Braintrust

Braintrust - The active observability platform for agents

Braintrust - The active observability platform for agents · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Vanta

Opal Security

Opal Security | AI-Native Access Governance

Opal Security | AI-Native Access Governance · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Permit.io

How does Permit.io work? | Permit.io Documentation

How does Permit.io work? | Permit.io Documentation · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

GitHub

Deployments and environments - GitHub Docs

Deployments and environments - GitHub Docs · Original publication date unknown · product or technical documentation

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Visa project

GitHub - visa/trusted-agent-protocol: Establishing a universal standard of trust between AI agents and merchants for the next phase of agentic commerce. · GitHub

GitHub - visa/trusted-agent-protocol: Establishing a universal standard of trust between AI agents and merchants for the next phase of agentic commerce. · GitHub · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Resolve AI

Making the Global Crypto Backbone More Resilient

Making the Global Crypto Backbone More Resilient · Original publication date unknown · product or technical documentation

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Oso

AI Agent Security & Control Platform | Oso for Agents

AI Agent Security & Control Platform | Oso for Agents · Original publication date unknown · current product page

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

AuthZed

AuthZed: The Authorization Platform for AI and Modern Applications

AuthZed: The Authorization Platform for AI and Modern Applications · Original publication date unknown · current product page

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Palo Alto Networks / Idira

Idira | The Identity Security Platform - Palo Alto Networks

Idira | The Identity Security Platform - Palo Alto Networks · Original publication date unknown · current product page

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

Salesforce

Agentforce: The AI Agent Platform | Salesforce IN

Agentforce: The AI Agent Platform | Salesforce IN · Original publication date unknown · current product page

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

IETF / RFC Editor

RFC 9943: An Architecture for Trustworthy and Transparent Digital Supply Chains | RFC Editor

RFC 9943: An Architecture for Trustworthy and Transparent Digital Supply Chains | RFC Editor · 2026-06 · standards-track RFC

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

IETF Datatracker / individual author

draft-munoz-scitt-permit-profile-01

draft-munoz-scitt-permit-profile-01 · 2026-07-18 · individual Internet-Draft

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

draft-mih-scitt-agent-action-capsule-04

draft-mih-scitt-agent-action-capsule-04 · 2026-08-28 · individual Internet-Draft

Supplemental primary source. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior.

PCAOB

AS 1105: Audit Evidence | PCAOB

AS 1105: Audit Evidence | PCAOB · Original publication date unknown · audit standard current consolidated page

Supplemental primary source. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Kubernetes project

Admission Control in Kubernetes | Kubernetes

Admission Control in Kubernetes | Kubernetes · Original publication date unknown · Official technical documentation

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Kubernetes API Concepts | Kubernetes

Kubernetes API Concepts | Kubernetes · Original publication date unknown · Official technical documentation

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Deployments | Kubernetes

Deployments | Kubernetes · Original publication date unknown · Official technical documentation

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Using RBAC Authorization | Kubernetes

Using RBAC Authorization | Kubernetes · Original publication date unknown · Official technical documentation

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested.

Airia

AI Agent Execution Control: How to Move Beyond Output Monitoring for Agentic AI Security | Airia

AI Agent Execution Control: How to Move Beyond Output Monitoring for Agentic AI Security | Airia · 2026-07-07 · Vendor article

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior. Terminology and commercial positioning overlap are verified; product enforcement completeness and compliance claims are not independently audited.

Snyk

The New Security Control Point: Governing AI Agents Inside the Execution Loop | Snyk

The New Security Control Point: Governing AI Agents Inside the Execution Loop | Snyk · 2026-06-23 · Vendor article

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior. Article labels the feature Open Preview. This is a vendor claim, not an audit of enforcement bypasses or production recovery.

Cohesivity

AI Agent Failure Recovery: Retries, Checkpoints, and Approval — cohesivity

AI Agent Failure Recovery: Retries, Checkpoints, and Approval — cohesivity · 2026-07-29 · Vendor technical guide

Public-report follow-up. Cited in the flagship report. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior. Strong conceptual overlap. Article content does not establish the maturity, customers, correctness or deployment scope of any product.

Amazon Web Services

Agent monitoring, management and recovery - Agentic AI Lens

Agent monitoring, management and recovery - Agentic AI Lens · Original publication date unknown · Official architecture guidance

Public-report follow-up. First-party publisher material; inclusion is not endorsement or independent validation. Advisory, case-based or vendor-reported material; not a representative measurement of enterprise behavior. No publication/update date exposed in captured page. Architecture guidance is not an outcome guarantee for a third-party action.

Model Context Protocol project

Authorization - Model Context Protocol

Authorization - Model Context Protocol · Original publication date unknown · Official specification

Public-report follow-up. First-party publisher material; inclusion is not endorsement or independent validation. Documented behavior or requirements within a specified scope; implementation and current deployment were not independently tested. Latest redirected to specification/2026-07-28. That is the version path, not an inferred publication date. It does not establish that a downstream production effect completed.

Product-evidence references

The public report also cites the current Runtime contract and the dated local verification record. They are product statements with stated limits, not independent external validation.

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