The problem with AI agents in production
Shipping AI agents beyond a demo is hard in ways that traditional observability tools weren’t built to handle.- Hours lost to manual tracing. Debugging a multi-agent failure means stitching together logs from multiple services, models, and tools. Engineering teams report losing an average of 4.2 hours per incident doing exactly this.
- Non-deterministic bugs you can’t reproduce. One in seven agent runs surfaces a failure that doesn’t repeat on the next execution. Without a recorded trace, that run is gone forever.
- Compliance blocks that delay production. Fintech and healthtech teams need an immutable audit trail of every agent decision before legal or security will sign off on a production deploy. Without one, you’re blocked.
How Veritrix helps your team
Different people on your team need different answers from the same trace. Veritrix is built so every stakeholder gets what they need without a separate tool.For Engineers
Replay any failed run in seconds. Every span, every payload, every retry is searchable, shareable, and permalinked. Stop grepping logs and start diagnosing.
For Engineering Leaders
SLA-grade visibility into agent reliability, failure-pattern alerting, and per-agent cost tracking. Get the confidence to move from demo to production load.
For Compliance Teams
An immutable record of every agent decision, exportable as PDF or CSV. Fintech- and healthtech-ready, with SOC 2 in progress, HIPAA-ready deployment, and NIST AI RMF alignment.
Feature overview
Veritrix ships everything you need to run agents in production — not just a trace viewer.Multi-Agent Trace Waterfall
See every span across every agent on one timeline. Nested handoffs, parallel calls, and retries are all visible at a glance.
Time-Travel Replay
Rewind to any decision point and inspect the exact prompt, tool payload, and model output at that moment.
Root-Cause Summaries
Plain-language explanations of what broke and why — generated directly from the trace, not inferred from vibes.
Token & Cost Tracking
Per-agent, per-span cost attribution so you can spot runaway loops and manage spend before the invoice arrives.
Alerting on Failure Patterns
Route alerts to Slack, PagerDuty, or any webhook. Trigger on rate spikes, cost anomalies, or schema drift.
Audit-Grade Export
One-click PDF or CSV of any session with timestamps, hashes, and full provenance for your compliance team.
OpenTelemetry-native
Veritrix is built on OpenTelemetry, which means it integrates with the infrastructure you already have. You don’t rip anything out — you add two lines of code and start receiving traces the same day.Veritrix works natively with OpenAI Agents SDK, LangChain, LangGraph, CrewAI, AutoGen, LlamaIndex, and CAMEL-AI. See the Integrations section for framework-specific setup guides.