Rising infrastructure costs are forcing Lobsters community members to quantify the actual impact of deployed AI tools. While features ship and costs climb, clear metrics for daily productivity remain elusive. Most organizations rely on anecdotal evidence rather than hard data. This gap makes it difficult for practitioners to justify ongoing spend to executive leadership.