Crafting AI Explanations for Every Role in Your Enterprise

Different enterprise roles need different types of explanations for AI outputs.


This content originally appeared on NN/g latest articles and announcements and was authored by Katie Schmidt, Jessa Anderson, Hayley Mortin

Summary: Different enterprise roles need different types of explanations for AI outputs.



Enterprise AI is a hot topic, but many organizations still struggle to achieve meaningful employee adoption and usage. This article focuses on what it takes to develop and deploy AI solutions that both organizations and employees can trust. In particular, it examines how AI explainability helps the people building enterprise AI (developers, system administrators, and domain experts) understand AI-system behavior, build trust in it, and support AI adoption. Because these technical roles bring different goals, expertise, and contexts, explainability cannot be one-size-fits-all.

AI Explainability in the Enterprise

Helping users understand how AI systems work is a core best practice for building trustworthy tools and products. Common approaches include creating traceability, source attribution, and explanations of reasoning and steps.

AI explainability is the degree to which an AI system’s decisions are understandable to humans. It helps users see how and why an outcome was reached.



Read Full Article


This content originally appeared on NN/g latest articles and announcements and was authored by Katie Schmidt, Jessa Anderson, Hayley Mortin


Print Share Comment Cite Upload Translate Updates
APA

Katie Schmidt, Jessa Anderson, Hayley Mortin | Sciencx (2026-07-03T17:00:00+00:00) Crafting AI Explanations for Every Role in Your Enterprise. Retrieved from https://www.scien.cx/2026/07/03/crafting-ai-explanations-for-every-role-in-your-enterprise/

MLA
" » Crafting AI Explanations for Every Role in Your Enterprise." Katie Schmidt, Jessa Anderson, Hayley Mortin | Sciencx - Friday July 3, 2026, https://www.scien.cx/2026/07/03/crafting-ai-explanations-for-every-role-in-your-enterprise/
HARVARD
Katie Schmidt, Jessa Anderson, Hayley Mortin | Sciencx Friday July 3, 2026 » Crafting AI Explanations for Every Role in Your Enterprise., viewed ,<https://www.scien.cx/2026/07/03/crafting-ai-explanations-for-every-role-in-your-enterprise/>
VANCOUVER
Katie Schmidt, Jessa Anderson, Hayley Mortin | Sciencx - » Crafting AI Explanations for Every Role in Your Enterprise. [Internet]. [Accessed ]. Available from: https://www.scien.cx/2026/07/03/crafting-ai-explanations-for-every-role-in-your-enterprise/
CHICAGO
" » Crafting AI Explanations for Every Role in Your Enterprise." Katie Schmidt, Jessa Anderson, Hayley Mortin | Sciencx - Accessed . https://www.scien.cx/2026/07/03/crafting-ai-explanations-for-every-role-in-your-enterprise/
IEEE
" » Crafting AI Explanations for Every Role in Your Enterprise." Katie Schmidt, Jessa Anderson, Hayley Mortin | Sciencx [Online]. Available: https://www.scien.cx/2026/07/03/crafting-ai-explanations-for-every-role-in-your-enterprise/. [Accessed: ]
rf:citation
» Crafting AI Explanations for Every Role in Your Enterprise | Katie Schmidt, Jessa Anderson, Hayley Mortin | Sciencx | https://www.scien.cx/2026/07/03/crafting-ai-explanations-for-every-role-in-your-enterprise/ |

Please log in to upload a file.




There are no updates yet.
Click the Upload button above to add an update.

You must be logged in to translate posts. Please log in or register.