TheTop Launches TheEngine to Track and Optimize Enterprise AI

Oct 1, 2026
TheTop launched TheEngine, a platform that tracks AI usage, costs and performance across models, providers, teams and applications.

TheTop announced in a press release the launch of TheEngine, a platform that tracks and optimizes enterprise AI usage. Its Transparency Dashboard shows token use, spending and performance across teams, applications, models, providers and requests.

TheEngine uses organizational memory, request routing and caching to reduce repeated processing. Customers can compare the cost of traffic routed through the platform with the estimated cost of the same traffic without its optimization features.

The platform connects to existing AI systems through Model Context Protocol, a native software development kit or a plug in. TheTop is accepting applications for limited early access during October 2026, including complimentary access to the Transparency Dashboard.

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