AgentOps - Monitoring & Control for AI in Production
A management platform that gives full visibility into AI agents in production - run tracking, cost control, failure detection, and smart real-time alerts.
Full AI visibility & control
AgentOps - Monitoring & Control for AI in Production - Main Dashboard
Project Overview
CLIENT
B2B SaaS for AI Teams
TIMELINE
14 weeks
ROLE
Full-Stack Architect
Companies running AI agents in production have no way to see what is working, what is failing, and how much it all costs. I built AgentOps - a monitoring platform that gives leadership and operations teams full visibility into AI performance, spending, and reliability.
The Challenge
Visibility Gap
AI agents operate as black boxes - when something goes wrong, nobody can tell what happened or why.
Cost Tracking
AI API costs spiral out of control without clear attribution to specific agents, tasks, and business units.
Multi-Tenant
Each customer organization needs completely isolated data, dashboards, and alerts - no cross-contamination between accounts.
Scale
The platform must handle thousands of AI agent runs per minute while keeping dashboards responsive in real time.
The Solution
A monitoring platform purpose-built for AI operations - giving teams live dashboards, cost breakdowns, and automatic alerts so problems are caught before they impact the business.
TRACES
Full Run History
See exactly what every AI agent did step-by-step - inputs, outputs, timing, and where things went wrong - for any run, any time.
METRICS
Live Performance Dashboards
Real-time visibility into success rates, response times, costs, and usage across every agent and team in the organization.
ALERTS
Proactive Alerting
Automatic detection of failure spikes, cost overruns, and performance drops - alerts reach the right people before customers notice.
EVALS
Quality Scoring
Continuously measure AI output quality against expected results, with automatic detection when quality starts to slip.
Technology Stack
Backend
Frontend
Observability
Results
Platform uptime
Ingest latency
Runs/month capacity
Cost savings found
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