---
title: "Why Your Observability Vendor Can’t Solve Your P1s: Breaking the Ingestion Tax and Agent Silos"
description: Production incidents span code, metrics, cloud configs, and live clusters yet traditional vendors force you to copy all that telemetry into their store, charging a massive ingestion tax for an agent that remains blind outside its own silo. Join Techstrong and NeuBird AI to learn why the future of production-ops AI isn't another data store, but a virtualized context layer. Discover how querying live tools in place delivers accurate root cause analysis in minutes without data movement or security risks.
image: https://webinars.techstronglearning.com/hubfs/2026.09.23%20NeuBird-Social-1080x1080.png
---

Why Your Observability Vendor Can’t Solve Your P1s:  
Breaking the Ingestion Tax and Agent Silos

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## Sponsored By:

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##### On Demand

 

Production incidents span code, metrics, cloud configs, and live clusters yet traditional vendors force you to copy all that telemetry into their store, charging a massive ingestion tax for an agent that remains blind outside its own silo. Join Techstrong and NeuBird AI to learn why the future of production-ops AI isn't another data store, but a virtualized context layer. Discover how querying live tools in place delivers accurate root cause analysis in minutes without data movement or security risks.

Key Takeaways:

\- Rethinking the Agent Silo: Why single-vendor AI agents struggle with modern incident triage, and how cross-silo context changes how engineering teams collaborate during outages.

\- Lessons from Data Architecture: How applying data virtualization principles (querying in place) to observability offers an alternative to endless telemetry duplication and rising ingestion bills.

\- Shift-Left Triage: Exploring how unified analysis across live cluster state, code, and metrics can help teams detect early signal degradation before it turns into a major incident.

\- Balancing Autonomy & Control: What an enterprise-ready AI architecture looks like when prioritizing zero-data footprint, zero storage, and human-in-the-loop governance.

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### François Martel

###### Field CTO - NeuBird

 François Martel is a Field CTO at Neubird.ai, where he partners with enterprise SRE teams to revolutionize IT operations through Generative AI. With over two decades of experience in cloud architecture and AI/ML, François tackles the persistent challenges plaguing modern IT teams—alert fatigue, complex investigations, and the pressure to deliver more with limited resources. 

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