OpenInfer Solves Infrastructure Inefficiency in Agentic AI Exposed by Anthropic’s Claude Restrictions

OpenInfer Beta unlocks lower-cost infrastructure for background agent workloads while routing latency-sensitive sessions to premium compute

SAN MATEO, Calif.--(BUSINESS WIRE)--Today, OpenInfer announced the launch of OpenInfer Beta, with OpenClaw as its first application. OpenInfer demonstrates a new approach to agentic inference: intelligent, SLA-aware routing that matches each workload to the right compute topology. High-SLA tasks get the topology they require, while OpenInfer makes it possible for the other 90% of agentic workloads — which are latency-tolerant, routine, and always-on — to run on leaner compute topologies at a fraction of the cost. The result is a new category of inference infrastructure purpose-built for the economics of agentic AI, where cost is a first-class design constraint, not an afterthought.

Today, we're showing what happens when infrastructure is built for agentic inference. OpenClaw users can run across a range of hardware in our partner cloud ecosystem, starting with AWS, at no cost. Start a free production trial of OpenClaw, powered by OpenInfer, at openinfer.io/beta.

OpenInfer enables enterprises running OpenClaw and other agentic systems to continue operating at scale — without modification, without migration pain, and without being subject to any single model provider's policy restrictions.

As autonomous agent workloads become the dominant driver of enterprise AI infrastructure spend, the fragility of single-provider dependencies is no longer an abstract risk. It is a business continuity problem.

Meeting the Enterprise Moment

Given the recent restrictions that Anthropic has imposed on using OpenClaw as a tool within Claude, enterprises, developers, and AI teams building on top of these systems were sent a clear and concise message: The infrastructure assumptions underlying agentic AI are no longer stable.

"What happened with Anthropic and OpenClaw is a signal, not an anomaly," said Behnam Bastani, CEO of OpenInfer. "Every AI team building on a single model provider is one policy update away from disruption. OpenInfer enables enterprises to break this dependency and have a more predictable inference cost structure."

Autonomous agent workloads are becoming the dominant driver of enterprise AI infrastructure spend. OpenInfer addresses this challenge with a solution that enables always-on agentic AI to run continuously at significantly lower cost.

Powered by OpenInfer’s Inference Execution Platform: Weave

OpenInfer Beta is made possible by Weave, OpenInfer's inference orchestration stack, which routes each workload to the right model and infrastructure topology based on what that session actually requires. Unlike conventional inference systems that apply the same execution model to every request, Weave treats execution strategy as a first-class variable. Learn more about Weave here.

Background tasks run on cost-optimized infrastructure, while latency-sensitive sessions receive premium compute when required. This multi-SLA approach dramatically lowers the cost of operating agent workloads at scale.

This architectural flexibility is what makes OpenInfer model-agnostic by design. When a provider changes its terms, imposes restrictions, or shifts pricing, enterprises on OpenInfer are not exposed. Workloads route to what is available, what is compliant, and what is cost-effective — automatically.

Check Us Out

Organizations ready to take control of their AI inference strategy can learn more and get access to a free production trial of OpenClaw powered by OpenInfer Beta at openinfer.io/beta

About OpenInfer

OpenInfer is redefining how AI inference is deployed and scaled, making it possible to run AI anywhere. Its infrastructure platform transforms distributed CPUs, GPUs, and edge devices into a coordinated AI fabric that dynamically selects the optimal execution strategy for every session. By bringing AI to where the data lives, OpenInfer enables scalable, efficient, and sovereign AI deployment across cloud, edge, and enterprise environments.

To learn more, visit openinfer.io or email us at [e-mail]