TrueFoundry has introduced Ask TFY, a conversational interface designed to help engineering and operations teams manage enterprise AI infrastructure using natural language. Built on the company's agent technology, Ask TFY provides a unified way to query AI Gateway data, troubleshoot production issues, configure AI environments, and streamline AI operations from a single interface.
As organizations scale AI deployments across multiple models, cloud environments, and teams, operational complexity has increased significantly. Engineering teams often need to navigate multiple systems to monitor AI performance, analyze costs, update configurations, and troubleshoot production issues.
TrueFoundry's Ask TFY aims to simplify these workflows by providing a conversational interface that allows teams to retrieve operational insights and perform actions using natural language.
The platform consolidates information from three primary sources:
This unified approach enables users to access operational intelligence without switching between multiple dashboards or tools.
Ask TFY is designed to help enterprise AI teams manage complex AI infrastructure through conversational queries.
Users can ask questions about AI Gateway configurations, inspect request-level traces, review guardrail policies, analyze model usage, monitor budgets, and identify operational anomalies. The platform can also generate YAML configuration files, create charts and visualizations, recommend corrective actions, and in some cases apply approved changes directly without requiring manual configuration.
“Managing enterprise AI infrastructure at scale requires teams to cross-reference configurations, trace errors, and optimize costs across systems that weren’t built to talk to each other,” said Nikunj Bajaj, co-founder and CEO of TrueFoundry. “Ask TFY collapses that complexity into a single conversational interface so teams can surface what they need and act on it immediately.”
According to TrueFoundry, Ask TFY supports several operational workflows for engineering and AI platform teams.
The conversational interface can:
These capabilities are intended to reduce manual investigation time while improving operational efficiency across enterprise AI environments.
Ask TFY is the latest addition to TrueFoundry's enterprise AI platform following several product launches throughout 2026.
Earlier this year, the company introduced Agent Gateway, a centralized control plane for governing AI agents across frameworks and deployment environments. It also launched TrueFailover, designed to improve AI workload resilience during model, provider, or regional outages.
TrueFoundry says enterprises including NetApp, Innovaccer, and Siemens Healthineers are already using its platform to manage AI deployments at scale.
With Ask TFY, the company continues to expand its enterprise AI infrastructure portfolio by providing organizations with a more efficient way to govern, monitor, and optimize AI applications through conversational AI.
TrueFoundry is an Enterprise Platform as a Service that enables companies to build, observe, and govern Agentic AI applications securely, scalably, and with reliability through its AI Gateway and Agentic Deployment platform. Leading Fortune 1000 companies trust TrueFoundry to accelerate innovation and deliver AI at scale, with over 1 trillion tokens per day processed via the TrueFoundry AI Gateway and more than 1,000 clusters managed by its Agentic deployment platform. TrueFoundry’s vision is to become the central control plane for running Agentic AI at scale within enterprises, serving as the command center for enterprise AI. Headquartered in San Francisco, TrueFoundry operates across North America, Europe, and Asia-Pacific, supporting enterprise AI deployments for some of the world’s most innovative organizations. To learn more about TrueFoundry, visit truefoundry.com.
