Live demo
Distill runs against a synthetic 1,200-contact CRM. Buttons below kick off the embedding + blocking + clustering pipeline, then surface clusters in the same side-by-side review shape that the Filament admin uses. Merges in this demo update a local copy only — no real HubSpot is touched.
Demo workspace
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Pending clusters
No pending clusters yet — try the "Re-seed dirty dataset" button followed by "Run clustering". Embedding 1,200 contacts takes a few seconds in mock mode.