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Intelligence is the layer that ties your monitoring together. Schema drift detects changes. Freshness catches stale tables. Data quality tracks metrics. Intelligence reads all of that context and lets you ask questions, surface findings, and diagnose problems in plain English.

How Intelligence Uses Your Monitoring Context

How monitoring features feed context into Intelligence for cross-domain diagnosis
Every AnomalyArmor feature generates context that Intelligence can reason over: The more monitoring you set up, the smarter Intelligence gets.

Features

Object Profiles

AI-generated profiles with findings, relationships, and change history for every table

Ask Questions

Chat with an AI agent that has full context across all your monitoring domains

Walkthrough

See how monitoring context flows into Intelligence to solve real problems

What You Can Ask

Intelligence answers are grounded in real data from your monitoring setup, not just schema names.

Cross-Domain Diagnosis

Schema and Structure

Freshness and Health

Data Quality

Impact Analysis

The Intelligence Page

The Intelligence page is a two-panel layout:
  • Left: Schema Explorer tree. Navigate databases, schemas, and tables.
  • Right: Dynamic content that changes based on your selection.
Select a table to see its Object Profile: an AI-generated summary with findings grouped by severity, relationship mapping, change history, and which monitoring context is available. Select a database or schema to see a high-level overview with aggregated findings. Click Ask Agent to open the full-screen chat, where you can ask questions scoped to the selected asset with full conversation history.

Getting Started

1

Set up monitoring first

Intelligence is most useful when it has context to work with. Enable freshness monitoring, schema drift detection, and data quality metrics on your key tables.
2

Generate intelligence

Navigate to a table on the Intelligence page and click Analyze Table (or Analyze All for the entire database). AI analyzes your schema and monitoring data to build a profile.
3

Ask questions

Click Ask Agent and ask about your data in plain English. The agent has access to all your monitoring context and can chain multiple tools to investigate issues.

How It Works

Intelligence builds a knowledge base from your operational metadata: Your data values stay in your database. Intelligence only sees structure and operational metadata.

Usage and Billing

Intelligence queries count against your monthly API limit: Check usage: Settings > Billing > Usage

Privacy and Security

  • Intelligence processes queries using AI language models (configurable per account)
  • Only schema metadata and operational data are sent (names, types, alert history, freshness status)
  • No actual data values are ever transmitted
  • You can request Intelligence be disabled for your account

Common Questions

What does Intelligence actually do that monitoring alone doesn’t?

Monitoring detects events, schema drift, stale tables, null rate spikes. Intelligence correlates them. It reads context from every monitoring domain and answers questions like “why is this broken?” in one place instead of you clicking through separate pages.

Does Intelligence send my data to an LLM?

Only metadata: table names, column types, schema changes, freshness status, metric values, alert history, and tags. Row data, query results, and credentials are never transmitted. See the Ask Questions page for more on privacy.

Do I need monitoring set up before Intelligence is useful?

Yes, effectively. Intelligence reasons over the context your monitoring creates. Without freshness schedules, drift detection, or metrics, it falls back to schema-only analysis and loses most of its diagnostic power.

Is Intelligence usage capped?

Yes, by plan. Starter gets 500 queries per month, Growth 2,000, Professional 10,000, and Enterprise is unlimited. Check consumption under Settings → Billing → Usage.

Can I turn Intelligence off for my account?

Yes. If your organization doesn’t want AI processing, request that Intelligence be disabled. The rest of AnomalyArmor (monitoring, alerts, classification) continues working without it.

Next Steps

Object Profiles

Understand what you see when you select a table

Ask Questions

Chat with the AI agent