Analytics Agent — Ask Your Data Anything
Ask questions in plain language and get charts, insights, and narratives — governed by your semantic layer, inside your own environment.
Answers, Not Just Dashboards
Most questions still funnel through a small data team and a backlog of dashboard requests. The Analytics Agent opens self-service analytics to everyone — safely — answering in plain language with charts and narratives, while staying governed by your metric definitions.
Plain English
Ask anything
No SQL or BI bottleneck required
Self-service
For every team
Answers without waiting on data
Chart + story
Every answer
Visuals with a written narrative
Governed
& cited
Uses approved metrics, shows its work
Analytics Agent Architecture
The Platform, Specialized for Analytics
The Analytics Agent runs on the same base Vervelo Agents Platform architecture as every other agent — here, the streaming runtime answers live queries, a durable runtime produces scheduled reports, and the connected tools are the warehouse, semantic-layer, and metric systems analytics depends on.
Context Engineering
Engineered Context, Every Turn
Reliable agents aren't a single clever prompt — they're the product of context engineering: assembling exactly the right information into the model's context window on every turn. It's the discipline we build every Vervelo agent around. Here's what the Analytics Agent works from on each turn, and how we engineer it.
Analytics Agent context window
Assembled fresh on every turnSystem Instructions
The analytics persona and rules — approved metric definitions, query guardrails, and never to invent numbers or ignore governance.
Tool Definitions
Warehouse query, semantic-layer, and charting tools with strict schemas so queries are safe and results render correctly.
Memory & User State
The analyst's context — prior questions, preferred metrics and formats, and standing definitions.
Conversation History
The analysis thread so far, so follow-up questions build on prior results and filters.
Retrieved Knowledge
Semantic vectors — metric and KPI definitions, table relationships, and past queries — retrieved to query the right way.
Environment Results
Query results, row counts, and any SQL or permission errors — parsed to chart, explain, or safely retry.
Capabilities
Self-Service Analytics, Done Safely
Natural-Language Queries
Ask a question in plain language; the agent writes and runs the query for you.
Auto Charts
Picks the right visualization for each answer and renders it instantly.
Written Narratives
Explains what the data means in clear prose, not just numbers on a chart.
Semantic-Layer Aware
Uses your governed metric and KPI definitions so numbers match the source of truth.
Scheduled Reports
Runs recurring analyses and delivers narrated reports to stakeholders automatically.
Governed & Cited
Shows the query it ran and the sources behind every number, for trust and audit.
How it works
From Question to Insight
01
Ask
A user asks a question in plain language from chat or a dashboard.
02
Plan
The agent resolves it against your semantic layer and governed metric definitions.
03
Query
It writes and runs safe, correct SQL against your warehouse or lake.
04
Visualize
It picks and renders the right chart for the result.
05
Explain
It writes a narrative and shows the query and sources behind the answer.
Powered by the Vervelo Agents Platform
Open Source. On Your Infrastructure.
The Analytics Agent is built on our open-source platform — deployable in your cloud, on-prem, or air-gapped — so your data and queries never leave your environment.
Governed, Secure Analytics
The agent respects your access controls and metric governance, logs every query for audit, and handles data safely — aligned to standards like SOC 2 and GDPR — and because you self-host, your data never leaves your environment.
Vervelo is a digital-health software partner blending deep clinical insight with world-class engineering to build tailored, secure, interoperable healthcare platforms.
Benefits of custom software solutions
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You fully own IT consulting and software delivered
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You get a highly personalized solution
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Customize and integrate seamlessly
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On-demand scalability is always possible
