AI Expert Audit – The Elder Scrolls
Posted: February 5, 2026 Filed under: Uncategorized Leave a comment »Source Material
Since for my topic, I chose to pick a game which already has a wealth of in-universe literature written, my primary source was a pdf of every book that exists in the series, found at LibraryofCodexes.com. I also chose to upload a small document I found giving a general timeline of the series and its history, as well as a short video covering the history of the world.
I chose this topic as over the course of the last 10 years, I’ve likely played up to (or over) 1000 hours of these games over 3 different games. Even more so, I’ve listened to countless hours of videos doing deep-dives on the world’s lore as background videos while working or driving. I think the reason I find myself so drawn to it is the relationship between world-building and experience in RPGs. As I learn more about the world, the characters I play can have more thought out backgrounds and motivations, improving my experience, which makes me want to learn more about the universe. I was also interested to see how the AI would handle sources not about the game itself, but rather about a range of topics that exist *inside* the game.
The AI-Generated Materials
Podcast
Prompt: Cover a broad history, honing focus on the conflict between men and elves
Infographic
Prompt: Make an infographic about the Oblivion Crisis and how the High Elves capitalized on it.
Mind Map
Audit
1. Accuracy Check
Overall, the AI got a lot right about the historical origins and monumental events in the world of the game. There are some topics that are somewhat confusing that I was surprised it got mostly right. It didn’t get much wrong, but it did make a few strange or even incorrect over-generalizations. For example, in the podcast it said that the difference between the two types of “gods” in this world is “the core takeaway for how magic works”, which it is not. Even weirder, it got the actual origin of magic in the games correct later on.
2. Usefulness for Learning
I do think that these sources would be incredibly useful for someone with no prior knowledge of this series to easily learn about the world they exist in. The podcast does a good job at simplifying the most important events for understanding what’s happening and the motivations of different factions. However there are a lot of nuanced ideas that it completely misses, which could be due to the length being set to normal. The mind map does a really good job at connecting important ideas of the universe together. However, it also places too much importance on certain topics, such as a handful of weapons, only one of which has any real importance to the larger plot. Lastly I thought that the infographic did a nice job at laying out the events that I prompted it to, but there were a few spelling errors.
3. Aesthetics of AI
One of the strangest things I encountered doing this was the ways that the AI would try to make itself sound more human during the podcast. For instance, it would stutter, become exasperated at certain abstract topics, and even make references to memes not found in the sources. The AI definitely has a certain voice to it. I don’t know how to exactly describe it, but in the podcast it seems to talk like everything it mentions is the most important thing ever, and the other AI “voice” always seems to be surprised at what the other one is saying. I actually thought that the AI did a pretty good job at emphasizing the same things a human expert would. However it somewhat glosses over the actions of the player characters during the games, which I think a person would focus a bit more on.
4. Trust and Limitations
From this, I would probably warn a person against trusting the importance the AI might place on certain topics as well as the connections it makes between topics in generated educational materials. It also seems to avoid any sort of speculative ideas whatsoever, which I found odd since there were books in the sources which do theorize on certain unknown events or topics. I’d say the AI seems the most reliable in taking the information you give it and organizing it into easily consumable chunks. However, this only seems to be at a surface level, and when it tries to draw conclusions about topics, it tends to fall flat or make incorrect assumptions. I think in this case, you’d be better off just watching a video someone has already made on the games.