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Culpa is an AI cost observability tool that traces every AI dollar to specific users, features, and conversations. With cost prediction and local-first architecture, it helps teams diagnose cost spikes and drive data-informed pricing.

Lawyers using ChatGPT are submitting AI-fabricated case citations in court filings. Multiple jurisdictions now impose cost sanctions and disciplinary actions for fake AI-generated legal references.