{"type": "article", "title": "Ramp bets forward deployed engineers can do what off-the-shelf finance AI can’t", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/ramp-bets-forward-deployed-engineers-can-do-what-off-the-shelf-finance-ai-cant", "original_source": "https://thenewstack.io/ramp-forward-deployed-engineers-applied-ai/", "published": "2026-06-10T13:00:00+00:00", "accessed": "2026-06-13", "id": "ramp-bets-forward-deployed-engineers-can-do-what-off-the-shelf-finance-ai-cant"}