Try the tool for free

Try it
Domain 6 · Socioeconomic & Environmental

6.4Competitive dynamics

AI developers or state-like actors competing in an AI ‘race’ by rapidly developing, deploying, and applying AI systems to maximize strategic or economic advantage, increasing the risk they release unsafe and error-prone systems.

Applicable legal frameworks

Québec

Principe 8 (prudence)

Ethical declaration based on 10 principles (well-being, respect for autonomy, privacy protection, etc.). A recognized Quebec reference.

International

OECD AI PrinciplesRecommandation

Recommandation OCDE sur l'IA

First intergovernmental principles on trustworthy AI, adopted notably by the G7 and G20.

Quebec sector examples

Technologie

TechnologieStartup IA

Un fournisseur québécois précipite la mise en marché d'un assistant santé sans validation clinique complète sous pression concurrentielle, augmentant le risque de préjudices.

Recommended mitigations

  • 1Governance and Oversight Controls

    Formal organizational structures and policy frameworks establishing human oversight mechanisms and decision-making protocols to ensure human accountability, ethical conduct, and risk management throughout AI development and deployment.

  • 1.2Risk Management

    Systematic methods for identifying, assessing, and managing AI-related risks, for comprehensive, organization-wide risk governance.

  • 1.3Conflict of Interest Protections

    Governance mechanisms that frame financial interests and organizational structures to ensure management can prioritize safety over profit motives in critical situations.

  • 1.5Safety Decision Frameworks

    Protocols and commitments that frame decisions regarding the development, deployment, and scaling of model capabilities, and that govern the allocation of resources between safety and capabilities to prevent unsafe AI advancement.

  • 4.4Governance Disclosure

    Formal disclosure mechanisms that communicate governance structures, decision-making frameworks, and safety commitments to increase transparency and enable external oversight of high-stakes AI decisions.

Documented risks (20)

Entries from the AI Risk Repository (MIT) classified under this subdomain. Original content in English.

Entity
Intent
Timing

20 entries

Risk CategoryCritch2023

01.04.00Type 4: Willful indifference

As a side effect of a primary goal like profit or influence, AI creators can willfully allow it to cause widespread societal harms like pollution, resource depletion, mental illness, misinformation, or injustice.

HumanIntentionalPost-deployment
Risk CategoryMcLean2023

08.03.00Development of unsafe AGI

"The risks associated with the race to develop the first AGI, including the development of poor quality and unsafe AGI, and heightened political and control issues."

HumanOtherPre-deployment
Risk CategorySteimers2022

14.08.00Technological Maturity

"The technological maturity level describes how mature and error-free a certain technology is in a certain application context. If new technologies with a lower level of maturity are used in the development of the AI system, they may contain risks that are still unknown or difficult to assess.Mature technologies, on the other hand, usually have a greater variety of empirical data available, which means that risks can be identified and assessed more easily. However, with mature technologies, there is a risk that risk awareness decreases over time"

OtherIntentionalOther
Risk Sub-CategoryWirtz2022

19.05.07Technological arms race with autonomous weapons

OtherIntentionalPost-deployment
Risk CategoryHendrycks2023

22.02.00AI Race (Environmental/Structural)

"The immense potential of AIs has created competitive pressures among global players contending for power and influence. This “AI race” is driven by nations and corporations who feel they must rapidly build and deploy AIs to secure their positions and survive."

HumanIntentionalOther
Risk Sub-CategoryHendrycks2023

22.02.01Military AI Arms Race

"The development of AIs for military applications is swiftly paving the way for a new era in military technology, with potential consequences rivaling those of gunpowder and nuclear arms in what has been described as the “third revolution in warfare.”

HumanIntentionalOther
Risk Sub-CategoryHendrycks2023

22.02.02Corporate AI Race

"Although competition between companies can be beneficial, creating more useful products for consumers, there are also pitfalls. First, the benefits of economic activity may be unevenly distributed, incentivizing those who benefit most from it to disregard the harms to others. Second, under intense market competition, businesses tend to focus much more on short-term gains than on long-term outcomes. With this mindset, companies often pursue something that can make a lot of profit in the short term, even if it poses a societal risk in the long term."

HumanIntentionalOther
Risk Sub-CategoryTC2602024

45.01.13Risks from AI systems (Risks of supply chain security)

"The AI industry relies on a highly globalized supply chain. However, certain countries may use unilateral coercive measures, such as technology barriers and export restrictions, to create development obstacles and maliciously disrupt the global AI supply chain. This can lead to significant risks of supply disruptions for chips, software, and tools."

HumanIntentionalPre-deployment
Risk Sub-CategoryG'sell2024

47.01.06Opacity (industry opacity)

"Opacity is not solely due to the technological complexity that limits developers’ and users’ understanding of how generative models function on a technical level. It is further exacerbated by the practices of organizations and companies that are advancing the field. Many are private companies that choose to withhold from the public many of the precise characteristics of their most advanced models."

HumanIntentionalOther
Risk Sub-CategoryZeng2024

50.03.06Economic harm (Unfair Market Practices)

HumanIntentionalOther
Risk Sub-CategoryMaas2023

53.04.01Destabilising political impacts from AI systems

"(e.g., polarization, legitimacy of elections), international political economy, or international security196 in terms of the balance of power, technology races and international stability, and the speed and character of war"

AIIntentionalPost-deployment
Risk CategoryClarke2023

55.02.00Worsened conflict

"Cooperation and conflict: we’re seeing more focus and investment on the kinds of AI capabilities that make conflict more likely and severe, rather than those likely to improve cooperation. So, on our current trajectory, AI seems more likely to have negative long-term impacts in this area."

HumanOtherOther
Risk Sub-CategoryClarke2023

55.02.04Resource conflicts driven by AI development

"AI development may itself become a new flash point for conflicts—causing more conflict to occur— especially conflicts over AI-relevant resources (such as data centres, semiconductor manufacturing facilities and raw materials)."

OtherIntentionalPre-deployment
Risk Sub-CategoryAbercrombie2024

58.05.05Increased competition

"Increased competition - The inappropriate or unethical use of technology to gain market share."

HumanIntentionalPost-deployment
Risk Sub-CategoryUuk2025

61.01.12Security

"The international and national security threats, including cyber warfare, arms races, and geopolitical instability."

OtherOtherOther
Risk Sub-CategoryUuk2025

61.02.17Dangerous development races

"Competitive pressures could lead to the neglect of safety measures in AI development."

HumanIntentionalPre-deployment
Risk Sub-CategoryUuk2025

61.02.26Geopolitical competition for superiority

"Strategic competition between nations over AI capabilities could heighten global tensions and destabilize international relations."

HumanIntentionalOther
Risk Sub-CategoryUuk2025

61.02.27High-speed AI operations

"The fast operational speed of AI models and systems in competitive environments can lead to errors that are difficult to detect and correct in time."

AIIntentionalPost-deployment
Risk Sub-CategoryGipiškis2024

62.29.03Competitive pressures in GPAI product release

"In competitive situations, developers of general-purpose AI systems might cut corners on the safety evaluation of their GPAI model and instead spend more time and effort on the capabilities of those systems [183, 69]. This is especially dangerous if the capabilities of such AI systems are correlated with the risk they pose [162]."

HumanIntentionalOther
Risk CategoryChin2025

68.06.00Geopolitical risk

"As AI is increasingly seen as a powerful technology, countries are racing to develop it ahead of their geopolitical rivals, a competition that could lead to geopolitical tensions [138], [139]... The emphasis of this risk is on harms that result from second-order effects, where geopolitical instabilities result from the race to develop AI, rather than on the direct consequences of the deployment or use of AI itself."

OtherIntentionalOther

Evaluate this risk for your use case

Our risk evaluation wizard is coming soon.

Ce site utilise des cookies essentiels et fonctionnels pour améliorer votre expérience. Politique de confidentialité