EN Aug 6, 2026 · 10 min Data Enrichment Tools in 2026: 4 Approaches, and the Provenance Test Data enrichment tools fill the cell but rarely say where it came from. 4 approaches compared, a provenance test, and the true cost per verified field. data-qualitycomparisonsai-agents
EN Jun 22, 2026 · 11 min AI-Generated Email in 2026: Why It Hallucinates and How to Fix It An AI-generated email fails two ways in 2026: it sounds like a robot and it invents facts. Here's why it hallucinates - and how grounding in real data fixes it. ai-outreachcold-emaildata-quality