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Hystax has announced the release of OptScale AI, extending its OptScale FinOps platform with capabilities designed to help organizations manage and optimize AI usage across teams, models, and AI agents.
As AI adoption accelerates across enterprises, many organizations are facing growing challenges around rising LLM costs, limited visibility into AI usage, and security risks associated with public AI models and autonomous AI agents. According to Gartner, expanding AI regulation is increasing pressure on organizations to take a more structured approach to AI governance and oversight. Teams increasingly rely on tools like ChatGPT, Claude, and internal AI agents without centralized control, making it difficult to manage costs, enforce policies, or monitor potentially risky behavior.
OptScale AI addresses these challenges through a unified platform for AI cost optimization, security, observability, and AI agent governance across both local and public LLM environments.
How OptScale AI Helps Organizations Govern AI Usage
OptScale AI combines several capabilities to help organizations better manage AI usage across teams, models, and AI agents.
The platform includes:
💸 AI Gateway for routing requests between local and public LLMs while reducing AI-related costs
⚠️ Security & Guardrails to apply content filtering, PII protection, and data loss prevention policies
📊 Analytics & Tracing for monitoring AI usage, performance, latency, and operational costs
👀 AI Agent Control for governing AI agents, detecting anomalous behavior, and preventing unauthorized access or runaway execution
Instead of introducing another standalone AI framework, OptScale AI focuses on helping organizations gain more control over existing AI environments – including LLMs, prompts, and autonomous agents already used inside the business.
Addressing the Growing Challenge of AI Agents
The rapid growth of AI agents introduces additional operational and security concerns for enterprises. Teams are increasingly experimenting with agents connected to internal systems, MCP servers, and vector databases, but in many cases, there is still no centralized way to control how these agents behave, what data they send to LLMs, how much they spend, or what actions they perform.
Recursive loops, hallucinations, unauthorized actions, and unexpected cost spikes often go unnoticed until they’ve already caused problems. OptScale AI is designed to provide organizations with greater oversight and control over these increasingly complex AI environments.
Early Results
During internal use and early access testing with Hystax teams and close partner organizations, OptScale AI demonstrated measurable improvements in both cost efficiency and operational oversight:
- Up to 40% reduction in AI-related costs
- Near-zero routing latency (under 50 milliseconds)
- Full request visibility with audit-ready logs
- Real-time detection of anomalous agent behavior and unauthorized access attempts
These early results highlight the growing need for centralized AI governance as organizations move from experimentation to production AI usage.
Flexible Deployment Options
OptScale AI is available as both a cloud-hosted SaaS platform and an on-premises solution, allowing organizations to choose the deployment model that best fits their infrastructure and compliance requirements. The platform also includes a free tier for small teams and scalable pricing for enterprise environments. As AI becomes a more common part of everyday business workflows, organizations are increasingly looking for ways to control costs, secure AI interactions, and maintain visibility into how AI systems and agents operate across the business.
Early Bird OFFER – Get 30% off any annual plan. Valid until June 30, 2026.
* Early Bird discount is not combinable with the annual billing discount.
Learn more on optscale.ai