Intelligence Overview

AI that connects schema drift, freshness, data quality, and lineage into actionable answers

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

Every AnomalyArmor feature generates context that Intelligence can reason over:

Feature	Context Created	What Intelligence Does With It
Schema Drift	Column additions, removals, type changes	”A column was removed Tuesday. That’s likely why your dashboard broke.”
Freshness	Update patterns, SLA violations, stale tables	”The orders table is 6 hours overdue. Its upstream source is also stale.”
Data Quality	Null rates, row counts, validity rule failures	”Null rate on email spiked from 2% to 28% after Wednesday’s deploy.”
Tags	PII labels, domain classifications	”3 tables with PII tags had schema changes this week.”
Lineage	Upstream sources, downstream consumers	”The stale staging table affects 7 downstream gold tables.”
Alerts	Alert history, rule configurations	”You had 4 freshness alerts and 1 schema drift alert since Monday.”

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

"Why is my orders dashboard showing errors?"
"What changed upstream that could cause NULLs in silver_orders?"
"What should I prioritize this morning?"

Schema and Structure

"What columns were removed this week?"
"Which tables have PII?"
"How is users related to orders?"

Freshness and Health

"Which tables are stale right now?"
"What's the update pattern for my fact tables?"
"Show me SLA violations this week"

Data Quality

"Which columns have spiking null rates?"
"What validity rules are failing?"
"Are there anomalies in my row counts?"

Impact Analysis

"What's the blast radius if orders goes down?"
"What depends on the customers table?"
"Show me everything downstream of raw_events"

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 comprehensive 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:

What We Analyze	What We Never Access
Table and column names	Actual row data
Data types and constraints	Query results
Schema change history	Business values
Freshness patterns and SLAs	Database credentials
Data quality metrics
Alert history and rules
Tags and classifications
Lineage and dependencies

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:

Plan	Monthly Queries
Starter	500
Growth	2,000
Professional	10,000
Enterprise	Unlimited

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

Next Steps

Object Profiles

Understand what you see when you select a table

Ask Questions

Chat with the AI agent