LLM Ops Toolkit by Lamatic.ai

The toolkit provides real‑time monitoring of uptime and response‑time trends for more than eighteen AI API providers, presenting a 90‑day history that highlights operational status, degradations, and outages. It aggregates this data in a dashboard that can trigger notifications when a provider experiences service issues.

In addition to monitoring, the suite includes a cost calculator that estimates the total cost of ownership for managing multiple LLM services. By inputting monthly API spend, engineering team size, salary, and time allocated to model operations, it derives hidden monthly and annual costs, opportunity cost, and potential savings from routing strategies that shift requests to cheaper models.

The platform also offers maturity assessment tools, such as a diversity audit, capability radar, and routing simulator, allowing teams to evaluate their LLM operations, receive recommendations, and visualize how different routing policies affect request distribution, quality, latency, and overall expense.