Tracking LLM token usage across providers, teams and workloads
Learn how organizations track, attribute, and control LLM token usage across teams, workloads, and providers and why visibility is key to governance and efficiency.
Topic
observability
A collection of 16 issues
Agent observability: measuring tools, plans, and outcomes
Agent observability:what to measure, how to trace reasoning and tool calls, and how Portkey helps teams debug and optimize multi-step AI agents in production.
Buyer’s guide to LLM observability tools 2026
A complete guide to evaluating LLM observability tools for 2026; from critical metrics and integration depth to governance, cost, and the build-vs-buy decision for modern AI teams.
AI cost observability: A practical guide to understanding and managing LLM spend
A clear, actionable guide to AI cost observability—what it is, where costs leak, the metrics that matter, and how teams can manage LLM spend with visibility, governance, and FinOps discipline.
How Snorkel evaluates and trains top AI models
Multi‑agent evals are powerful but hard to debug. Portkey’s trace visualization let us pinpoint failure paths (one case took 38 LLM calls over 12 minutes) and drove massive quality and accuracy lifts while cutting time‑to‑issue detection in half.
LLM Observability is now a business function for AI
As GenAI moves from experiments to production, LLM observability is becoming a business-critical function, driving reliability, governance, and trust in enterprise AI systems.
End-to-End Debugging: Tracing Failures from the LLM Call to the User Experience
Learn how Portkey and Feedback Intelligence combine to deliver end-to-end debugging for LLMs,tracing infrastructure health and user outcomes together to find root causes faster and build reliable AI at scale.
Why connecting OTel traces with LLM logs is critical for agent workflows
Disconnected logs create blind spots in agent workflows. See how combining OTel traces with LLM logs delivers end-to-end visibility for debugging, governance, and cost tracking.
Scaling LibreChat for enterprise use: tracking, visibility, and governance
LibreChat is powerful, but lacks the control and visibility enterprises need. Learn how Portkey makes LibreChat production-ready with governance, observability, and security guardrails.
Making Claude Code work for enterprise-scale use with an AI Gateway
Learn how to make Claude Code enterprise-ready with Portkey. Add visibility, access control, logging, and multi-provider routing to scale safely across teams.