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URL:
https://blogs.gartner.com/avivah-litan/2022/08/05/ai-models-under-attack-conventional-controls-are-not-enough/
Submission: On May 29 via manual (May 29th 2023, 5:19:50 pm UTC) from CA — Scanned from CA

Form analysis
2 forms found in the DOM

Name: single_email_address —

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Blog post



AI MODELS UNDER ATTACK; CONVENTIONAL CONTROLS ARE NOT ENOUGH

By Avivah Litan | August 05, 2022 | 0 Comments




> 2 in 5 organizations had an AI privacy breach or security incident, of which 1
> in 4 were malicious attacks.  Conventional controls ARE NOT enough.

Attack surfaces are rapidly growing as AI becomes pervasive.  Over 70% of
enterprises have hundreds or thousands of AI models deployed, according to
Gartner’s latest survey of AI adoption.  See our latest research for full survey
analysis: AI in Organizations: Managing AI Risk Leads to Positive Business
Outcomes

Attacks are Pervasive

Compromises and malicious attacks against AI are not-surprisingly common.

41% of organizations surveyed had experienced an AI privacy breach or security
incident as noted in the figures below. Of those reported incidents, 60% were
data compromises by an internal party, while 27% were malicious attacks on the
organization’s AI infrastructure. These findings highlight a big problem,
particularly as some breaches or incidents may go undetected.

Figure 1



Figure 2



AI can be transformative but poses risks that require new forms of AI Trust Risk
and Security Management (AI TRiSM). Conventional controls simply are not
sufficient.

The Good News – Managing AI Risk pays off

Our survey also found that organizations that collaborate across departmental
siloes to implement AI TRiSM move more AI models into production and derive more
value from them than organizations that do not. Regulatory compliance currently
drives AI TRiSM, but that is shortsighted as effective risk management yields
better business results.   We also found more AI project success when budgets
are allocated to the CIO office as shown in Figure 3 below.

Figure 3



AI TRiSM methodology and tools are a prerequisite for establishing KPIs and
measurements. Managing AI without visibility and direction is unacceptable.

> AI TRiSM implementation will ensure organizations understand what their AI
> models are doing and what they can expect from them in terms of performance
> and business value.

 

The Gartner Blog Network provides an opportunity for Gartner analysts to test
ideas and move research forward. Because the content posted by Gartner analysts
on this site does not undergo our standard editorial review, all comments or
opinions expressed hereunder are those of the individual contributors and do not
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