Semantics
What does the metric mean?
A Data Analysis Harness for AI Agents
Let intelligence explore
Keep every result grounded
Marivo is the runtime layer between an AI agent and business data. It keeps business meaning, analytical steps, session state, and evidence connected, so findings used in operations, governance, and decision-making remain inspectable, resumable, and traceable.
Explore Marivo's design and practice01 / Analysis path
From an open question to a reviewable conclusion
The agent chooses how to investigate. Marivo keeps each step within explicit, verifiable boundaries.
Business question
Why did revenue decline last quarter, and which region should we investigate first?
Validate
Analysis
Which step is valid next?
Session
What has already been done?
Evidence
What supports the finding?
Analysis handoff
Reviewable Findings remain attached to their evidence, scope, and limitations.
02 / Four foundations
Agent autonomy needs dependable boundaries.
Establish shared business meaning
Define metrics, dimensions, relationships, and guardrails once as reusable contracts rather than reconstructing them in every analysis.
Semantic LayerMake each analytical step explicit
The agent chooses what to do next, while typed inputs, outputs, and failure modes keep the work visible and reviewable.
Typed Analysis DSLPreserve the investigation
Questions, intermediate results, and analytical artifacts remain together in a persistent session that can be resumed and extended.
Analysis SessionKeep findings connected to evidence
Material findings remain linked to source results, analytical scope, and limitations, making trust and traceability part of the handoff.
EvidenceMarivo's design philosophy
Let intelligence explore.
Let constraints keep it grounded.
An error in personal exploration may cost an hour. In an enterprise, analysis drives operations, governance, and decisions. Once findings carry business consequences, trust and traceability are not optional—they are prerequisites for action.
01
Business definitions are explicit
02
The investigation is resumable
03
Every finding is traceable
03 / Start here
Learn Marivo, run an analysis, or contribute
Docs
Run your first governed analysis
Install Marivo, prepare a semantic layer, and give an agent a business question to investigate within explicit boundaries.
Read the docs →BlogRead the thinking behind Marivo
Explore product design, analytical practice, release notes, and community updates.
Read the blog →GitHubInspect the code or contribute
Explore the implementation, open an issue, or help improve the infrastructure for agent-driven data analysis.
Open GitHub ↗