Renewing your SIEM or evaluating a security data platform?
Ask every vendor: where does the index live?
It decides your monthly bill, how fast new data is usable, and which questions get expensive after you sign.
Our CTO's blog on the questions to ask: hubs.li/Q04Bj6Z00
An AI agent with 8x more data sources spent 40% more tokens and got less complete.
5 sources: raw MCP 78%, data mesh 63%
40 sources: raw MCP 53%, data mesh 70%
It ran out of attention, not budget. Then answered with full confidence.
Methodology: hubs.li/Q04B7Mc30
What does an AI agent actually do in a SOC? 12 real cases.
278 queries. 8 risks found with no alert. 140+ analyst hours saved.
Every case shows its work, including one where the agent got it wrong and a reviewer caught it.
hubs.li/Q04zC10k0
Full Investigation Gallery: query.ai/workers-gallery/
Every vendor says "federated search" now. Ask one question:
Where does the index live?
Splunk: Splunk Cloud.
Vega: your cloud storage.
Query: you choose.
That decides what you can ask, what you're locked into, and what you pay.
Full breakdown: hubs.li/Q04zrZ-q0
Retained. Paid for. Never searched.
That's most security telemetry in cloud object storage.
Query Accelerated Connectors make it searchable in minutes, with no data engineering project.
Federate when possible. Accelerate when necessary.
hubs.li/Q04zdmh60
#SecDataOps
Federate first. But when you do need to store data, it shouldn't be out of reach.
Query Accelerated Connectors turn high-volume archives into a fast, queryable source.
Full history. Fully searchable. No pipelines, no re-ingestion.
hubs.li/Q04yYf2N0
An AI agent searched 40 security data sources, found about half the answer, and reported done with full confidence.
On the broadest question: 20% wired tool by tool, 83% through one normalized layer.
The problem isn't ingest vs. federate. It's reach.
hubs.li/Q04yLJLq0
Attackers don't need to beat your detections anymore. They need to persuade your triage agent.
Planting a sentence in a user agent is easy. Faking a consistent story across your IdP, EDR, and firewall is not.
Query Workers test every claim against sources attackers can't write.
Service accounts don't offboard.
This one ran 10 months after its engineer left. Then its prod key minted a second key from a German host. Nothing alerted.
A Query Worker found it in 11 minutes, and said don't disable it. Contain quietly.
hubs.li/Q04y95vV0
Splunk alerts hand off to a Query Worker that triages, enriches, & investigates every one, using data from the Query Security Data Mesh you never ingested. Analysts open a finished case w/ recommended disposition, every query ran, & evidence searchable from the Splunk console.














