Utilities

Re-normalize workforce, external accounts, tools, ROI and system config on existing opportunities using archetype defaults.

Find near-duplicate opportunities across runs using a text-first similarity score, then LLM-verify each candidate pair against the buyer job + delivery mechanic before merging. If AI verification isn't available, falls back to high-confidence heuristic matches you can review before merging.