From what we’ve seen across GTM/outbound setups, the biggest headache in production is deterministic failure modes (e.g., hallucinated numbers/pricing, broken merge tags, or schema drift). LLM-based self-checking still shares the same model blind spots, so adding a non-LLM validation gate right before execution/dispatch usually saves teams dozens of manual review hours.