Our support agent used to forget the customer between tickets. We were stuffing 40k tokens of history into every prompt and still getting “could you remind me what plan you’re on?”
Swapped the retrieval layer for cognee. Same agent, but now it retrieves a graph instead of a pile of chunks — it knows this account churned once, came back, and is on annual billing.
Five lines to index. Screenshot of the graph below.