The environment the research runs in
Agents are only as good as what they can reach. Zerve gives them your data, your compute, your libraries, and your conventions, in a structure where every result they produce can be opened, checked, and rerun.
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The research harness underneath
Agents across the cycle
Sub-agents for ideation, review, coding, analysis, validation, and drafting, coordinated toward the objective you set and working on many lines of inquiry at once.
Compute orchestrated at scale
Agents configure and orchestrate workloads across whatever infrastructure you have, on premises or in the cloud, with fine-grained control from a single step up to a massively parallel run. The constraint on research becomes the question rather than the machine.
Learnings that evolve
Findings, data quirks, and dead ends are documented continuously as agents work, and carry into the next project. Your house conventions are enforced on every run rather than re-explained.
Every step stands alone
Open the step behind any number and see its code, inputs, and source. Rerun it without the agent and get the same answer, in Python, R, SQL, or PySpark.
Built to sit inside your firm
Your data stays where it is, your compliance team sets the rules, and research is shared without leaving your perimeter.
Data
Object storage and file systems
Where vendor deliveries, historical archives, and alternative datasets land, in the cloud or on your own hardware.
Databases and warehouses
Every major store a research or finance team runs, from tick and time-series databases to the warehouse the firm reports out of.
APIs, feeds and MCP
Market and reference data vendors, your own internal services, and MCP servers for custom tools.
Control
Guardrails
Approved sources, permissible tool calls, and required output formats, set centrally.
Skills
Your approval methods, version-controlled and peer-reviewable.
Audit
Every query, model call, and output logged and exportable for model risk review.
Models
Your keys, your gateway, or local hosting. Never stored, never trained on.
Deployment
| Capability | Cloud | Self-hosted VPC | On-Premises |
|---|---|---|---|
| Instant setup | |||
| Managed compute infrastructure | |||
| Data never leaves your environment | |||
| Air-gapped operation | |||
| Runs on your hardware |
