 **Limitations**
 
 There are two main technical limitations in this current temple.
 
  1. The topic modeling is based on a sample of the reviews (see [compute_review_reference_sample](recipe:compute_review_reference_sample)), which limits the ability to discover topics. Increasing the sample size is possible, but it needs to be evaluated against the context size for the LLM query (as it will be only one query).
 
  2. Querying the LLM on all reviews in [compute_reviews_llm_analyzed_raw](recipe:compute_reviews_llm_analyzed_raw) as a potentially high cost and is relatively slow with the current architecture. Test the flow on a small dataset and reach a satisfactory result before running on the full scale of data. Also, perform a cost analysis to ensure the operation follows your context/cost limits.