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FountainData VOC's scraper dropped from over 20 minutes to under 10 per source after profiling revealed wasted work. SHA-256 hashing deduplicates reviews before storage and AI processing, cutting costs. Chunked Postgres writes and pgvector-based search cut RAG memory usage by roughly 90 percent.
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