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How Organizations Secure AI

AI security and safety protects models, agents, and AI applications from prompt attacks, data leakage, adversarial manipulation, unsafe tool use, model theft, and other AI-specific threats. This topic focuses on securing AI systems, not ordinary cybersecurity automation.
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Data as of Nov 10, 2026
Dataset details
Revision
dsr-fc53bf0883afdfe4
Canonical records
3,963

Executive brief

AI Security & Safety is a top-3 mover among 3 peers on 6-month momentum.

Show metrics

Cases

18

6 in the last 6 months

Momentum

43Building
#3 of 3Peer momentum

Innovativeness

3.5Differentiated

100% of evidence scored

Cases trend

Cases 1Agent 1
How this executive brief is measured

Concentration compares this view's share of source-linked deployments for a use-case type with that type's share across the full catalog. Momentum is a peer-relative 0-100 score based on recent deployment volume, acceleration, recent evidence share, and evidence depth. Quantified outcome medians appear only when at least 4 reported metrics support them; smaller supported samples are marked early evidence.

Implementation

Do teams build, buy, or compose this?

How the documented deployments in this view were built — custom engineering (Build), an off-the-shelf assistant (Buy), or low-code assembly (Compose).

16 classified cases
BuildBuyComposeMixed

16 of 18 cases classified (89%) · Compare all use-case types

Full report

Expand any section for the detail behind the summary above.

Reported challenge examples: Acquire users quickly for generative AI tools (1 case), Administrative tasks consumed significant faculty time, reducing focus on teaching (1 case), AI agents moving from pilot to production introduce runtime security risks like misuse, data leakage, and unauthorized tool use that traditional controls do not adequately mitigate (1 case), Automation solutions must integrate with enterprise identity, governance, and compliance tools (1 case), and Citadelle needed secure replication and business continuity across production systems (1 case). Evidence is still limited; expand to inspect the source cases.

Adoption pulse: 6 of the 18 cases in this view were published in the last 6 months. Expand for the adoption curve.

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