Upload your documents, let Aisle index them, and query them from chat, prompts, and workflows all in one place. This is RAG, and it's now in Aisle.
The new Memories experience
The biggest change is how simple it is to create a useful knowledge base. You make a folder, enable semantic search, upload your files, and we handle the rest.
PDFs, Word docs, Excel models, slide decks: Aisle ingests them into a searchable knowledge base. When a prompt or workflow needs context, it retrieves the relevant pieces rather than loading the whole document. The answers come from your data, with your source material grounding every output.
Smarter context for the model
We added a vector description field both at the folder level and per file. Think of it as giving the model a cheat sheet: for example, "This folder contains examples of sales outreach copy." When the LLM is deciding where to look for files, this description helps it make smarter choices. It's one of those context engineering details that sounds boring until you realize it prevents a lot of hallucinated nonsense.
How teams are using it
The real "wait, this is cool" moment came when we learned how some of our customers are using it.
- Product leaders and CTOs store product and process documentation in one central, searchable place that anyone on the team can access.
- Analysts maintain a shared record of past work, so the team can see what they already know before starting something new.
- Research teams bring together interviews, financial models, and company research into one unified database they can query whenever they need to write a report.
Same data. Same propositions. Three different outputs. No more wondering if everyone is working from slightly different versions of reality.
What's next
The core Memories experience feels solid. Expect continuous improvement from here: we think this is one of the clearest examples of how powerful Aisle can be for your business.
If you've been waiting to try a proper internal knowledge base, or just want to spin up a ridiculous personal RAG of your last 47 meetings with your finance person, now's the time.
We'd love to hear what weird (or useful) things you build with it.
Alex + the team | Aisle