Case studies

Real examples of how we've cleaned data, aligned systems, and kept lead-to-cash flows intact for companies that move fast.

Case study

40,000+ HubSpot records cleaned and deduplicated

How we cleaned 40,000+ HubSpot records without guessing. Deduplication, normalisation and segmentation for LotusConnect using confidence scoring and human review.

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