Unchecked Agentic Workflows Lead to High Error Rates and Manual Cleanup
July 22, 2026
Implementing an end-to-end LLM agent for lead generation resulted in a 10–20% error rate in data relevance and duplication. The lack of modularity made the system difficult to debug, ultimately requiring manual validation of over 800 records.
HOW THIS AFFECTS YOU
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builderYou should avoid monolithic agentic pipelines and instead build modular, verifiable steps to prevent costly manual cleanup.