AEVI field notes · Published 3 August 2026
Search needs the right words. Memory usually doesn’t have them.
You remember the situation. Your notes app expects the spelling. That gap is where useful details disappear.
The detail is there. The query is wrong.
Imagine you wrote: “Landlord called. Hallway paint is Dulux Egyptian Cotton, matt finish.” Six months later, you search for “colour for the corridor.” A literal search has very little to work with. The useful fact exists, but your present vocabulary no longer matches your past vocabulary.
This is not carelessness. Human recall is contextual. We often remember who said something, why it mattered, or the situation around it before we remember the exact words we typed.
A deliberately awkward test
We created the Messy Notes Benchmark: 50 synthetic notes with vague titles, mixed subjects, shorthand and ordinary distractions. We then wrote 20 questions that intentionally avoid the most obvious keywords in the matching note.
The test is not a scientific ranking of note-taking products. It is a reproducible demonstration of one narrow problem: semantic recall under vocabulary mismatch.
- “Where did I leave the car before flying?” must find a note titled “Airport chaos.”
- “Which herb survives the windy balcony?” must connect to rosemary without using the note’s title.
- “What should open the launch presentation?” must connect presentation to “launch deck.”
Search and Ask are different tools
Keyword search is fast, predictable and excellent when you know the term. It should not disappear. Ask-style retrieval becomes useful when you remember the job but not the label: the deadline, the recommendation, the odd instruction, the thing someone said on a call.
The useful product pattern is not to replace search with a confident chatbot. It is to retrieve by meaning, answer briefly, and keep the exact source note one tap away.
Design for suspicious users
A natural-language answer is easy to read and easy to over-trust. The interface should make verification cheaper than blind belief. Show the source note, preserve the original words, and be explicit when the evidence is incomplete.
Future-you does not need magic. Future-you needs the right detail and a receipt.