Anomaly AI analyzes spreadsheets & databases with AI, transparent SQL, dashboards, anomaly detection, & team reporting for larger data workflows at scale.
Editorial note: ratings and verdicts on this page are internal editorial assessments, not third-party user review averages.
Anomaly AI justifies its cost for teams that want natural-language analysis on spreadsheets and warehouse data with visible SQL, shareable dashboards, and pooled team usage. The free plan lowers evaluation risk, and the paid tiers stay simple up to team scale. It fits operators, analysts, agencies, and business teams that still work in spreadsheet-style flows but need stronger analysis, cleaner data handling, and more reliable reporting on larger datasets.
Anomaly AI is a web-based AI data analyst for large datasets and spreadsheets. It connects to files and data sources such as CSV, Excel, Google Sheets, MySQL, BigQuery, Snowflake, and GA4 exports. The product focuses on analysis, dashboards, reports, anomaly detection, and live alerts for teams working beyond standard spreadsheet limits.
The product uses large language models for natural-language data analysis and SQL generation. Its security documentation states that it does not host its own foundation models and instead uses external LLM providers through enterprise API agreements. It also states that, for SQL generation, only schemas and a small sample of 3 to 5 rows are sent for context, while full datasets are not sent to the LLM, and generated SQL runs locally in an isolated read-only environment.
In professional workflows, Anomaly AI fits teams that need a direct path from raw data to dashboards. Its product flow is organized around upload, clean, transform, and visualize steps. The platform automates data preparation tasks such as duplicate removal, date standardization, missing-value handling, and outlier detection, then turns the cleaned data into dashboards and reports that teams can share.
Transparent SQL queries
Interactive dashboards
Anomaly detection
Shareable reports
Automated data cleaning
Live alerts
Multi-source data connectors
Team usage controls
Anomaly AI offers a free starting point, while paid plans may make sense for heavier or team-based use.
$0/month
$16/month
$32/month
$300/month
Custom Pricing
Anomaly AI supports CSV files, Excel files, Google Sheets, MySQL, BigQuery, Snowflake, and GA4 exports. Its connectors page also lists PostgreSQL as coming soon. That makes the tool usable for both spreadsheet-based analysis and warehouse-based reporting.
Anomaly AI uses large language models to generate SQL queries and data analysis from natural-language prompts. Its manifesto states that the system is built around code generation rather than black-box answers, and its security page states that the platform does not host its own foundation models.
No. The security documentation states that, for SQL generation, the system sends only table schemas and a small sample of 3 to 5 rows for context. It also states that full datasets are never sent to the LLM and that generated SQL runs locally in an isolated read-only environment.
Analysis Units are the platform’s usage currency. The pricing page ties each plan to a monthly Analysis Unit allowance and gives examples such as 200 units being suitable for about 15 standard dashboards and reports on Starter, and 6,000 shared units on Team.
Yes. The Team plan includes pooled monthly Analysis Units, team usage visibility, collaboration features, and admin controls. The Enterprise plan adds custom usage, dedicated support, SSO, SLA, and advanced security for larger organizations.
