AI systems will soon determine our rights and freedoms, shape our economic situation and physical wellbeing, affect market behaviour and natural environment. With the hype for ‘problem-solving’ AI, claims for (more) accountability in this field are gaining urgency. Summary of the IGF 2020 session: Aiming for AI explainability: lessons from the field.