Agent Data Analysis

AI-powered dataset analysis that surfaces key metrics, visualizations, and actionable insights from uploaded or connected data sources.

Features

  • Key Metrics: Auto-detected summary statistics displayed as prominent metric cards
  • Data Preview: Paginated table preview of the raw dataset with column type badges
  • AI Insights: Natural-language findings and anomaly callouts generated by the agent
  • Distribution Charts: Inline mini-charts showing value distributions for numeric columns
  • Follow-up Actions: Suggested next steps such as deeper drill-downs, exports, or alerts

Examples

Sales Performance Report

Data Analysis Agent

E-commerce Sales Q4 2024

Transactional data across all channels for Oct-Dec 2024

48,572 rows
23 cols
Complete

Revenue

$2.4M

+12.3%vs prev. period

Orders

18,429+8.1%

AOV

$130.22-2.4%

Conversion

3.8%+0.5%
Data Preview
5 of 48,572
Order IDDateChannelRevenueStatus
#104212024-12-01Web$142.50Completed
#104222024-12-01Mobile$89.00Completed
#104232024-12-02Web$215.30Refunded
#104242024-12-02In-store$67.80Completed
#104252024-12-03Mobile$178.90Completed

Data Quality

98%

2.3% missing

across 23 columns

Revenue by Category
Total $2.4M
Electronics$820K(82%)
Apparel$640K(64%)
Home & Garden$480K(48%)
Sports$310K(31%)
Books$150K(15%)

Trend

+12.3%

Revenue trending upward over the last 7 periods

Insights
4 findings
trend

Revenue spike on weekends

Weekend revenue is 34% higher than weekdays, driven by mobile channel promotions.

92%
anomaly

Unusual refund cluster

Refund rate jumped to 8.2% in the second week of December, concentrated in electronics category.

87%
correlation

AOV correlates with free shipping

Orders with free shipping threshold have 22% higher AOV compared to standard orders.

78%
recommendation

Optimize mobile checkout

Mobile cart abandonment is 18% higher than web. Simplifying checkout could recover ~$180K.

84%

Installation

npx shadcn add "https://agents-ui-kit.com/c/agent-data-analysis.json"
Agent Code ExecutorBlocks