Data Augmentation Workbench
BETAStart by uploading your data
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AI Data Augmentation: Go Beyond Your Spreadsheets and CSVs
BETAYour data tells a story, but not the whole story. Our AI assistant analyzes your dataset and enriches it with powerful external context like geolocation, national holidays, and key economic indicators.
From Raw Data to Rich Insights, Effortlessly
A list of sales figures is just numbers. But what if you could instantly see which sales happened on a holiday? Or correlate customer zip codes with their county and state? This is the contextual data that transforms raw spreadsheets into powerful analytical assets, and it's often the hardest to get.
Datum Fuse automates this entire enrichment process. Forget tedious VLOOKUPs, searching for public data files, and manually merging spreadsheets. Our AI analyzes your data's context and offers intelligent, one-click augmentations, saving you hours of manual work.
An Intelligent Assistant for Smarter Data
Context-Aware Augmentation
Our AI analyzes your columns (dates, zip codes, countries) and suggests relevant datasets to add. We offer a growing library of curated data including U.S. holidays (we support most countries), geolocation (US zip to city/state/county), and key economic indicators.
Intelligent & Redundancy-Aware
Datum Fuse is smart. It won't suggest adding a 'State' column if you already have one. It understands the semantic purpose of your date columns, warning you if augmenting a 'Model Year' with holidays might not be analytically useful. This is more than automation; it's guided analysis.
Interactive & User-Controlled
Missing context? No problem. If your data has a 'Month' column but no 'Year', our assistant will interactively ask for the missing information. You are always in control, confirming each step to ensure the final, enriched dataset is exactly what you need.
The Power of Context: Turn Data into Intelligence
Raw data is just a piece of the puzzle. Datum Fuse enriches your files with trusted external context—no manual sourcing, joining, or engineering required.
Why Context Matters
Manually adding context is hard: hunting for datasets, paying for geo APIs, and writing multi‑column joins. That’s a data engineer’s job—and your bottleneck.
Our AI Data Augmentation service automates the entire workflow, turning complex engineering into a simple, guided experience.
Our Growing Library of Contextual Datasets
Geolocation Enrichment
Turn ZIP Codes into Geographic Insights
Provide a column of U.S. ZIP codes and we’ll add City, State name, State abbreviation, and County—ideal for regional analysis, logistics, and targeting.
Holiday Impact Analysis
Correlate Your Data with National Holidays
Attach National Holidays of more than 180 countries to any date column. We handle tricky date formats and varying granularities.
Economic Indicators
Benchmark Against the U.S. Economy
Augment time‑series with FRED indicators like CPI (inflation), Unemployment Rate, and Consumer Sentiment to contextualize performance.
More Than Automation — It’s Guided Analysis
Context‑Aware Suggestions
The AI distinguishes “Transaction Date” from “Date of Birth,” reading names and patterns to offer semantically relevant augmentations.
Intelligent Redundancy Checks
We scan your existing columns and only propose what’s missing—no duplicates, just a clean, useful final dataset.
Interactive When Needed
If your data has “Month” but no “Year,” the assistant asks for the missing piece so you stay in control of the perfect enrichment.
Transform Your Business with Enriched Data: Real‑World Use Cases
Retail & E‑commerce
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Augment sales data with holiday flags to separate promo effects from seasonal spikes.
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Enrich ZIP codes to city/county/state for regional performance and targeting.
Logistics & Supply Chain
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Add economic indicators to shipping volumes for better forecasting.
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Analyze holiday impact on delivery times and operational delays.
Financial Analysis
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Augment revenue with macro indicators to understand market‑trend correlation.
Frequently Asked Questions
1) Where does the augmentation data come from?
From curated public and licensed datasets—government sources for holidays/economics, and trusted providers for geolocation. The library keeps expanding.
2) How does the AI know what to suggest?
It analyzes column names and contents. Date columns trigger holiday enrichment; 5‑digit ZIP‑like columns trigger city/state/county suggestions, etc.
3) What happens to my data after augmentation?
Your original file stays intact. We produce a new enriched CSV for download, and delete the input from operational servers immediately after processing.
4) Can I suggest new datasets?
Absolutely—during Public Beta we welcome requests via the Feedback channel. Help us build the most useful enrichment library.
Ready to discover the hidden story in your data?
Add powerful external context with a click and unlock deeper insight—fast.
