AgentCore 1.1

The Observability & Control
Platform for AI Agents

Debug, monitor, and scale multi-agent systems. Eliminate blind spots, trace every tool call, and control costs in real-time.

LangChain LangGraph CrewAI AutoGen LlamaIndex ZENTAXA Observability Visualized Agents
The Problem

Agent Systems Are Black Boxes

You can't fix what you can't see. Silent failures, hallucinations, and runaway costs are killing your production readiness.

❌ Untraceable hallucinations

Agents loop indefinitely or fail silently without leaving a trace.

❌ Infinite loops

One bad prompt loop can cost thousands in API credits overnight.

❌ Opaque token usage

Debugging involves sifting through gigabytes of unstructured JSON logs.

❌ Production failures

Production issues are caught by angry users, not your monitoring.

The Solution

Full-Stack Observability

From raw prompt to final tool execution, see exactly what your agents are doing.

Live Agent Tracing

Watch agents think in real-time. Inspect chain-of-thought, tool inputs/outputs, and latency per step.

Cost Attribution

Know exactly which agent, user, or workflow is driving costs. Set limits and alerts before you burn budget.

Model Agnostic

Swap models instantly. Unified interface for OpenAI, Anthropic, Gemini, and open-source LLMs.

Anomaly Detection

Get alerted on hallucinations, loops, and latency spikes. Integrate with PagerDuty and Slack.

Security

Standard encryption and secure data handling. Your data is protected.

Benchmarking

Compare model performance. A/B test prompts and configurations to optimize for speed and quality.

Unit Economics for AI

Stop guessing where your money is going. Get per-token, per-user, and per-agent cost breakdowns.

Before ZENTAXA

GPT-4$8,500/mo
Claude$4,200/mo
Gemini$2,300/mo
Total$15,000

With ZENTAXA

GPT-4 (Smart Routing)$3,200/mo
Claude (Auto-fallback)$1,800/mo
Gemini (Low Priority)$1,000/mo
Total$6,000