TheTop review: Enterprise AI cost visibility, policy enforcement and routing, priced on AI spend

What TheTop does

TheTop is a layer that sits across an organization's AI usage and is aimed at enterprises that want to understand and control it. Its engine, called TheEngine, combines visibility, memory, policy oversight, routing and caching. The dashboard shows spend, savings, budget and seat activity by department, while a per-request trace shows what context was selected, where the request went and what it cost.

Policy features let a company upload its existing AI policies. Activity that breaks them is logged and flagged, and the organization decides whether to stop it or set rules going forward. Sensitive data is detected while a request is in transit, and admins see counters and classes rather than conversation text. Deployment is described as single tenant. Teams keep their current AI tools; the vendor says rollout starts read-only, with no traffic migration until the customer is ready to route eligible API traffic through the engine.

Pricing is tied to AI spend, in USD and excluding taxes. Transparency starts at $150 a month and runs to $500 by spend band, with up to 5 logins. Governance is charged per million tokens checked, from $0.50 down to $0.15, and never above 10% of AI spend. Optimization is a share of routed spend, from 7% falling to 1.5%, and is capped at the savings measured. The Complete Package combines Governance and Optimization at 15% off with Transparency included. Every offering has a 14-day free period.

• Spend, savings and seat-activity dashboard
• Per-request trace of context, routing and cost
• Memory of organizational context
• Model routing to reduce cost
• Caching and reuse of prior work
• Upload and enforcement of AI policies
• Sensitive data detection in stream
• Audit log of admin access

Our take

TheTop looks aimed at larger organizations that already spend meaningfully on AI across several teams and want one place to see cost, enforce policy and reduce model spend. The read-only start and the cap on the Optimization fee lower the risk of trying it. The trade-offs are that Governance and Optimization have no flat monthly price, so a bill depends on token volume and routed spend, and the pages give no public list of supported providers or platforms. Transparency is limited to 5 logins, with more seats through sales. Small teams, or anyone wanting a permanent free plan, should look elsewhere. Buyers will need a demo or sales conversation to confirm provider coverage.