The unit economics shift once firms look past raw token generation costs and evaluate total cost of ownership in high-friction workflows.
While consumer LLMs carry predictable API seat costs, enterprise deployment in compliance and operational risk requires strict local data governance. When you factor in fine-tuning, PII redaction, and audit trail maintenance, the true ROI isn't about replacing headcount—it's about removing the 110-minute manual review bottlenecks that clog middle-office throughput.
The unit economics shift once firms look past raw token generation costs and evaluate total cost of ownership in high-friction workflows.
While consumer LLMs carry predictable API seat costs, enterprise deployment in compliance and operational risk requires strict local data governance. When you factor in fine-tuning, PII redaction, and audit trail maintenance, the true ROI isn't about replacing headcount—it's about removing the 110-minute manual review bottlenecks that clog middle-office throughput.
very insightful and looks like AIOps is critical for enterprises like FinOps for Cloud