Guilt by Association with AI

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The Rise of Artificial Intelligence in Everyday Life

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Menttora: Academy for Professional Development (Founder/CEO)

Artificial intelligence (AI) continues to transform both personal and professional lives around the world. From helping a best man draft a memorable speech, to assisting students with research ideas, to supporting professionals in preparing polished reports and presentations, AI has become an increasingly valuable tool. There is little doubt that AI has improved efficiency, accessibility, and productivity across countless domains.

As AI becomes more ubiquitous, organizations and industries are rapidly developing policies governing its use. Some institutions are exploring how and when AI should be used, while others have implemented complete bans. University professors are being challenged to develop creative methods for assessing student work in an era of AI-assisted learning, while students increasingly view AI as an indispensable resource.

Complicating matters further is the unprecedented pace of AI advancement. Systems that were criticized yesterday for inaccuracies and inefficiencies often improve dramatically overnight. As a result, organizations are continually revising and refining their AI policies in an attempt to keep pace with evolving technologies.

AI and the Legal Profession

One profession currently grappling with AI integration is the legal field. The legal profession has historically embraced technological advancements to improve efficiency and service delivery. Electronic signatures, digital filing systems, legal research databases, and case management software have become commonplace in modern law offices.

However, a profession built upon precision and the avoidance of errors and omissions faces unique challenges when adopting AI. Recent events have generated significant discussion regarding AI-assisted legal research, particularly instances where lawyers have cited fictitious case law generated by AI systems.

Between January 1, 2024, and April 13, 2026, Canadian courts and tribunals reportedly flagged at least 249 fictitious case citations across 138 decisions involving 45 different courts and tribunals nationwide. In approximately 74 percent of those decisions, courts found or presumed that AI tools had generated the fictitious authorities. The trend is concerning: seven decisions in 2024, 80 in 2025, and 51 in the early months of 2026.

Institutional responses have largely focused on human accountability. Lawyers have been sanctioned for submitting fabricated authorities, self-represented litigants have faced penalties for relying on AI-generated information without verification, and judges have increasingly been tasked with identifying errors that parties failed to detect. Yet despite directives, rules, and sanctions, the trend persists.

The Purpose of This Discussion

The purpose of this article is not merely to highlight a growing challenge within legal practice, but rather to explore how professionals can use AI safely, responsibly, and ethically.

There should be no stigma attached to the use of AI. Artificial intelligence has unquestionably made many tasks more manageable and efficient. Eliminating AI from professional practice—including the legal profession—may ultimately reduce competitiveness in an increasingly technology-driven environment.

The question, therefore, is not whether professionals should use AI, but how they should use it.

Expedience, Eloquence, and Risk

The use of AI in legal research, writing briefs, and preparing factums is often driven by two factors: expedience and eloquence. Practitioners seek efficient ways to identify persuasive authorities and craft compelling arguments capable of influencing judicial decision-making.

However, this pursuit of efficiency has, in some cases, led professionals into difficult and embarrassing situations where their competence and integrity have been questioned. The repercussions extend beyond individual cases, sometimes creating the perception that simply using AI constitutes professional deviance.

This raises an important question: Has the profession become guilty by association with AI?

Understanding "Guilty by Association" in the AI Era

"Guilty by association" refers to the assumption that an individual is morally or professionally responsible for wrongdoing because of the people, groups, or entities with which they associate, rather than because of their own actions.

By extension, some may argue that merely using AI in legal practice is sufficient to establish such an association. Yet this perspective oversimplifies a far more nuanced issue.

The reality is that responsibility in AI-assisted work remains shared. Professionals who rely on AI without exercising independent judgment, verification, and due diligence become the primary actors responsible for any resulting errors. Blind trust in AI can create professional liability and reputational harm.

At the same time, AI developers and companies also bear responsibility. When AI systems generate inaccurate or fabricated information without sufficient safeguards or warnings, they contribute to the risk of misuse. However, AI remains a tool—not a substitute for professional judgment.

Ultimately, accountability rests with the user. AI may assist in generating information, but professionals remain responsible for validating facts, confirming authorities, and ensuring the accuracy of their work.

Education: The Key to Responsible AI Use

Education is the key to navigating the fine line between innovation and risk. Professionals need to understand when AI is appropriate, where its limitations exist, and how it can be integrated ethically into practice.

Training on the various forms of AI, their capabilities, and their risks is no longer optional—it is becoming essential. AI is not a passing trend; it is a transformative technology that has the potential to enhance efficiency, improve service delivery, and increase competitiveness across industries.

For the legal profession and other sectors alike, organizations must move beyond merely creating AI policies and begin investing in AI literacy and practical training. Staff must learn how to use AI safely, protect confidential information, verify outputs, recognize hallucinations, and comply with professional and ethical obligations.

As artificial intelligence continues to evolve, organizations across the legal profession and other industries must move beyond simply asking whether AI should be used and instead focus on how it can be used responsibly. Investing in AI literacy, governance, and best practices is becoming increasingly important to ensure ethical use, protect confidential information, and maintain professional standards. Organizations that proactively educate their workforce and develop sound AI policies will be better positioned to harness the benefits of AI while mitigating its risks.

Menttora: Academy for Professional Development supports organizations in navigating this rapidly changing landscape by providing education on AI, facilitating discussions on responsible use, and assisting with the development of policies and best practices tailored to professional environments. Whether in law, education, human services, government, or the private sector, Menttora helps organizations build the knowledge and frameworks necessary to integrate AI thoughtfully, ethically, and safely into their operations.