Trend Macrotrend 3: trust becomes the operating layer as AI enters critical operations
Summary
NTT DATA's third macrotrend, intelligence we trust, argues that trust is becoming a working layer of digital systems rather than an abstract value. As AI grows more autonomous, interconnected and embedded in critical operations, organisations face cyberthreats that adapt, a fast rise in AI-generated misinformation and growing dependence on models they cannot inspect. Emerging autonomy and emotional capabilities raise the stakes for integrity, security and transparency even further. The report calls for a move from conventional cybersecurity to adaptive, self-learning and proactive defence ecosystems that protect both data and machine intelligence. Beyond individual companies, it sees trustworthy intelligence as a societal foundation for accountability and confidence at scale. The systems that succeed, it says, will be explainable, protected and aligned with human values.
Classification
Evidence 1
- Technology Foresight 2026: Sustaining growth in the era of mass intelligence NTT DATA page=28;section=3 Intelligence we trust / What it is and why it matters now 2026-03 accessed 2026-07-26
Observed signals 7
- SignalAI trust and security markets are put at 21-25% annual growth to 2029
- SignalAgentic AI Security: Snowflake's Data-Model-Agent Framework / HPE brings agentic AI into production with NVIDIA
- SignalEverest Group is cited for 90% of enterprises adopting agent governance frameworks within 18 months
- SignalIDC is cited for 85% of data products carrying a data bill of materials by 2028
- SignalIndia Supreme Court sets aside NCLT/NCLAT orders based on AI-generated fake legal precedents; RBI frontier-AI cyber risk directive
- SignalOpenAI, Anthropic, and Meta Disclose Frontier Models Autonomously Hacking Real-World Targets
- SignalTrust becomes operational infrastructure by 2030 and federated trust networks after that
Part of issues 3
- IssueScenario: standardized AI trust scores decide procurement1 trends · 0 signals
- IssueThe six macrotrends are asserted to be one convergent transformation, not six agendas6 trends · 1 signals
- IssueZero trust, transparency and provenance are reclassified from best practice to prerequisite1 trends · 1 signals
Relation types: constitutes · supports
Public id: fm-c439f1c7efe3
