LLM Cost Management & Optimization Platform for AI SaaS

As more SaaS platforms integrate Large Language Models (LLMs), managing token costs becomes critical, especially for multi-tenant applications or those with usage-based billing. Many currently use custom, homegrown solutions. This SaaS would provide a centralized platform for granular LLM cost tracking per feature, tenant, user, and model. It would offer real-time dashboards, anomaly detection with alerts, cost allocation tools for internal reporting and customer billing, and optimization recommendations (e.g., prompt caching, model switching). The goal is to provide transparency, prevent cost overruns, and maximize profit margins for LLM-powered services. This niche has significant revenue potential as LLM usage scales across the SaaS industry.