There is a question I now ask before shipping any AI feature, and it has saved me from building a lot of nonsense.
If this feature disappeared tomorrow, would the underlying model of the creator be any smarter?
If the answer is yes, the feature is a platform investment. It will compound across every other surface, every future tool, every interface we haven't built yet. If the answer is no, the feature is just an interface. There is a place for interfaces. But you should know which one you're shipping.
Models are commoditizing. Understanding isn't.
There's a version of the AI gold rush where everyone races to wrap the same underlying model in a slightly different prompt. That race ends quickly, and not in your favor.
The durable thing is the part that doesn't get cheaper every six months: a rich, structured, opinionated understanding of a specific person and their work. What themes they keep returning to. Which images keep showing up. What this song is descended from. Which songs sound like they belong together even though they were never released together.
That understanding doesn't live in a prompt. It lives in a model of the creator that every artifact contributes to.
Everything is data, but data isn't enough
A song isn't just an MP3. It's themes, language, structure, musical fingerprints. A studio photo isn't just an image. It's the gear in the rack, the room, the era. A demo isn't just a rough draft. It's a step in a lineage.
The point isn't to extract more metadata. The point is to extract things that make the creator's experience of their own catalog better. "Show me every place this idea has appeared in my work." "What themes have quietly disappeared from my last five years?" "Which unreleased songs belong together?"
Those questions aren't features. They fall out of a model that's rich enough to answer them.
Invest upstream
The cheap move is to keep tweaking prompts. Prompt tweaks improve one response. The expensive move, richer extraction, better lineage, cross-artifact synthesis, improves every response, in every interface, forever.
I will trade a clever prompt for a smarter model every day of the week.