Dataset IQ App Documentation
Overview
Dataset IQ is a Snowflake Native App that analyzes any table in your Snowflake account and generates a professional AI readiness report, including a 0–100 score, domain classification, text quality analysis, and actionable recommendations.
With Dataset IQ, you can:
Score any dataset from 0–100 on AI readiness
Detect the content domain (medical, financial, legal, science, general)
Measure text quality, OCR noise, and chunk distribution
Assess metadata richness and author attribution
Identify bias, provenance gaps, and compliance risks
Get a clear, actionable roadmap to improve your data
Receive a professional report you can share with your team
No manual data uploads. No complex setup. Just select your table, run the analysis, and get your report.
How It Works
| Step | What Happens |
|---|---|
| 1. Install | Install Dataset IQ from the Snowflake Marketplace |
| 2. Select | Choose your database, schema, and table from the dropdowns |
| 3. Analyze | Dataset IQ scans your data structure, text quality, and metadata |
| 4. Report | You get a professional report with scores and recommendations |
The app runs entirely inside your Snowflake account, your data never leaves your environment.
What You Get
| Feature | Description |
|---|---|
| Overall Readiness Score (0–100) | A single metric that summarizes your dataset’s AI readiness |
| Domain Classification | Detects if your data is medical, financial, legal, science, or general |
| Text Quality Analysis | Measures OCR artifacts, length distribution, and chunk quality |
| Metadata Richness | Evaluates author attribution, column variety, and structure |
| Regulation Readiness | Flags compliance risks and ethical AI considerations |
| Actionable Recommendations | Specific steps to improve your dataset for AI training |
| Professional Report | A clean, shareable report you can download or share with your team |
Sample Use Cases
| Use Case | How Dataset IQ Helps |
|---|---|
| AI/ML Data Preparation | Assess if your data is ready for training before you start |
| Data Quality & Governance | Identify gaps in completeness, metadata, and compliance |
| Data Discovery & Profiling | Quickly understand the structure and quality of any table |
| Data Observability | Track data health and readiness over time |
| Data Engineering | Spot OCR artifacts, broken text, and other quality issues |
| Data Science & Analytics | Evaluate if your data is ready for modeling |
Requirements
| Requirement | Details |
|---|---|
| Snowflake Account | Any Snowflake account with access to the Marketplace |
| Permissions | SELECT access to the tables you want to analyze |
| Warehouse | A running warehouse to execute the analysis |
Pricing
| Plan | Price | What’s Included |
|---|---|---|
| Monthly Subscription | $399/month | Unlimited reports for one Snowflake account |
Support
| Channel | Contact |
|---|---|
| hello@devinmediacorp.com | |
| Website | datasetiq.org |
Dataset IQ is a product of Devin Media Corp., the largest provider of cleaned, AI-ready historical data on the Snowflake Marketplace, with dozens of curated datasets and a #1 search ranking.