Rabbil H. Apollo and Clay rely on scraped and aggregated data, so some manual QA is a must before you start sending. I usually spot-check a sample of contacts and companies to make sure they actually fit the ICP. Titles can be especially misleading. Someone with "Operations" in their title could be in RevOps, Finance Ops, Sales Ops, or a completely different function.