The promise of AI agents comes with a harsh reality: unpredictable costs

As your enterprise scales generative AI across contact centers, document automation, and customer journeys, token-based LLM expenses can skyrocket without warning. While your infrastructure tools show you cloud spend, they leave you blind to the real drivers of AI cost.

ARMS changes all this by delivering real-time, granular cost governance for every AI agent, project, and client. Now, you can set budgets, trace spend and optimize value—ensuring every dollar invested is counted, explained, and controlled.

Why AI agents need dedicated cost tracking

• Token-based models make AI spend invisible at scale—until your invoices arrive.

• Without attribution, you can’t forecast, optimize, or even share accountability between teams and clients.

• Trapped in silos, cost and token data never reaches finance, procurement, or engineering—leaving decision-makers powerless.

ARMS: Token budgets and cost attribution built for scale

• Set and enforce usage alerts for every team, project, or line of business—stay ahead of overages.

• Automatically attribute every token and cost—tag spend to client, geography, product, or vendor for true accountability.

• Visualize spend trends on live dashboards—see where your AI budgets are invested, and where they’re leaking.

• Predict and scale with historical analytics—your CFO will thank you.

Optimize for value—not just spend

• Smart analytics lets you compare cost, quality, and ROI across models, prompts, and caching strategies.

• Smart spending—see which agents, geography, or vendors deliver the most value for your token dollar.

• Showback, chargeback, and transparency—ARMS makes it all possible.

AI cost sanity is finally here

• ARMS helps customers save more on agent operations—not just from optimization, but from clarity.

• Finance, procurement, and engineering finally speak the same language—supported by real data.

• New transparency makes client contracts, vendor negotiations, and growth planning a breeze.

Ready to take control of your AI spend—before it takes control of you?

Start with ARMS for instant, intelligent cost governance—where every token tells a story.

[Request a Live Demo] to learn how to scale your AI innovation with real-time LLM observability, or [Download our Free version] to see how ARMS fits into your existing MLOps and observability stack.

ARMS is developed by ElsAi Foundry, the enterprise AI platform company trusted by global leaders in healthcare, financial services, and logistics. Learn more at www.elsaifoundry.ai.