Query

ragrails query "How long do I have to request a refund?" \
  --vector-db qdrant \
  --collection support \
  --url http://localhost:6333 \
  --provider voyage \
  --model voyage-3 \
  --top-k 5

Query  : How long do I have to request a refund?
Results: 1

[1] score=0.8400 id=refund-policy-0
    text : Customers can request a refund within 30 days of purchase...

ragrails query "How long do refunds take?" \
  --vector-db qdrant --collection support --url http://localhost:6333 \
  --top-k 20 \
  --rerank \
  --reranker voyage \
  --reranker-model rerank-2-lite \
  --rerank-top-k 5

ragrails chat "How long do I have to request a refund?" \
  --vector-db qdrant \
  --collection support \
  --url http://localhost:6333 \
  --embedder-provider voyage \
  --embedder-model voyage-3 \
  --llm-provider openai \
  --llm-model gpt-4o-mini

ragrails chat "How long do I have to request a refund?" \
  --history-file files/chat/history.json \
  --vector-db qdrant --collection support --url http://localhost:6333

ragrails chat "What about the payment method?" \
  --history-file files/chat/history.json \
  --rewrite-query

ragrails chat