AI Risk FAQ
What are the main risks of AI in business?
Quick answer
The main business risks from AI are: hallucination (AI generating plausible but incorrect information used in decision-making), data exposure (client or sensitive data entering AI tools with inadequate privacy protections), decision accountability gaps (unclear who is responsible when an AI-influenced decision causes harm), regulatory non-compliance (EU AI Act obligations not met), and skills dependency (over-reliance on AI without the ability to check or override its outputs). For Irish businesses, regulatory risk has increased sharply with the EU AI Act’s August 2026 enforcement deadline.
Hallucination and data exposure in detail
Hallucination is the most commonly encountered AI risk in everyday business use. Large language models — the AI systems behind ChatGPT, Copilot, Gemini, and similar tools — generate text by predicting the most statistically probable next word, not by retrieving verified facts. This means they can produce confident, plausible-sounding information that is factually incorrect: invented citations, wrong figures, misattributed quotes, incorrect legal references, fabricated regulations. In a business context, hallucinated content that is not caught before use can create real harm — incorrect advice given to clients, wrong figures in financial documents, false compliance claims. Data exposure is a different but equally prevalent risk: employees using consumer AI tools may inadvertently enter client data, confidential business information, or personal data into systems that use that data for model training, store it insecurely, or process it outside the EU without adequate safeguards.
Regulatory risk and the EU AI Act
The EU AI Act introduces a new category of regulatory risk for Irish businesses: non-compliance with AI-specific legislation. The Act is now in force, with enforcement of the high-risk AI provisions beginning in August 2026. Organisations that deploy high-risk AI systems — those used in employment decisions, credit assessment, healthcare, education, or critical infrastructure — face compliance obligations including conformity assessments, technical documentation, human oversight mechanisms, and registration in the EU database. Organisations that use prohibited AI systems face fines of up to €35 million or 7% of global annual turnover. Even organisations not using high-risk AI face obligations: the general-purpose AI literacy requirement under Article 4 applies to all AI deployers. The timeline is short and the obligations are substantive — making regulatory risk one of the most pressing AI risks for Irish organisations in 2025 and 2026.
Acuity AI Advisory helps Irish organisations assess and manage their EU AI Act compliance obligations. See our EU AI Act compliance services.