What is Zero-Copy?
Zero-copy is an access model in which an AI system queries production telemetry where it already lives (the observability platform, the cloud account, the ticket queue) instead of ingesting or replicating it into its own store. The system holds credentials and query capability, not data. In an Agentic Operations Center, zero-copy is how the Access pillar is implemented: telemetry in place, tokens spent once, zero telemetry stored.
Zero-copy vs. ingest-first
Ingest-first platforms replicate production data into their own cloud, index it, and bill for the volume retained, so the cost scales with the noise rather than with the value of the conclusions. They also create a second perimeter to secure and a second copy to govern. A zero-copy system queries each source at investigation time, pulls only the evidence the question needs, and discards it after the conclusion is recorded. The economics follow: roughly 10% of the cost of alternatives, because nothing is stored twice and no token is spent on data the investigation did not need.
| Ingest-first | Zero-copy | |
|---|---|---|
| Where telemetry lives | Copied into the vendor cloud | Stays in the source system |
| What is stored | Raw telemetry, indexed | Conclusions only, versioned and cited |
| Cost driver | Volume retained | Investigations run |
| Perimeter | A second one to secure | Your existing one |
Why zero-copy matters for agents
Agents multiply the cost of copies. Every new agent that ingests its own copy of production data adds another store, another key, and another security review. When the center queries in place and every agent inherits that access, a new agent costs a connection, not a data pipeline. Zero-copy also makes memory honest: because the center cannot fall back on a private data lake, what it remembers has to be the conclusion, the evidence cited, and the approval given, which is exactly what the next investigation needs.
What to remember
- 1Zero-copy means querying telemetry where it lives instead of replicating it
- 2The system holds credentials and query capability, not data; what it stores is conclusions
- 3Cost scales with investigations run rather than volume retained
- 4Every agent connected to a zero-copy center inherits access without adding a new data store or perimeter
Frequently asked questions
Does zero-copy mean the AI never sees our data?
No. It sees the evidence each investigation needs, at query time, and then records the conclusion rather than the raw data. Nothing is retained in a second store.
Is zero-copy slower than a pre-indexed store?
For operations questions it is usually faster to a correct answer, because it reads the current state of the system rather than a snapshot that predates the change that caused the incident.
How does zero-copy affect cost?
It removes the second copy and its retention bill, and it means tokens are spent only on the context a question actually needs. NeuBird cites roughly 10% of the cost of ingest-first alternatives.
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