AI & ML Ops gives you telemetry for models, AI agents, prompts and executions in one place: live performance and cost, quality and feedback signals, a studio to build and govern agents, and the access controls to run them safely, then hands it all to Sentinel AI to act.
Teams ship models and AI agents, then lose sight of how they perform, what they cost, and whether users trust them. AI & ML Ops brings telemetry for models, AI agents, prompts and executions into one place, with live performance and cost, quality and feedback signals, a studio to build and govern agents, knowledge grounding, and role-based access, so what you launch stays healthy, affordable and accountable.
Track request volume, token usage, cost per thousand requests, response time and success rate across every agent and model, filtered by agent and time window. When executions fail, failure-reason analysis groups them by cause so you fix the pattern, not the symptom.
Performance is only half the story. AI & ML Ops captures user satisfaction and quality signals, lets you review real conversations end to end, and surfaces feedback engagement so you catch quality drift, not just outages, before it erodes trust.
An agent studio to manage everything an AI agent needs: onboarded applications, versioned prompts, tools, skills, and the MCP and agent-to-agent servers that let agents call systems and each other. Ship changes deliberately, and see their effect in the telemetry.
Ground agents in your own knowledge and language. A knowledge cache, hints, named entities and synonyms keep responses accurate, consistent and speaking your organization's terms, so quality is engineered in, not left to chance.
AI needs the same guardrails as any other production system. Role-based permission groups control exactly which services, APIs, data sources, agents and knowledge caches a user or agent can reach, and configuration and data-import audits keep a complete, reviewable trail.
AI & ML Ops does more than chart a rising cost or a failing agent. Every signal, performance, cost, quality, feedback and access, feeds Sentinel AI, the intelligence component at the core of Ops Singularity, which resolves issues through governed, reversible Action Tickets.
Roll back a bad prompt, reroute an over-budget model, revoke an over-broad permission, every step explained with citations and fully audited.
Book a walkthrough and see live telemetry, quality signals, an agent studio and governed access, on models and agents that look like yours.