AI PRODUCT INTELLIGENCE • DATA QUALITY

Data Drift AI Intelligence™

Is this month's file safe to use?
For data engineers, analysts, BI and MIS teams, data owners and anyone who loads the same file every month

Compare the old and new version of the same data. See columns added, removed, renamed or retyped; rows added, removed and changed; how every column drifted; and quality alarms — blanks, invalid emails and GSTINs, duplicate keys, values far out of range — with a clear verdict and what to check today. 🤖 The AI learns which changes you expect, and ✨ Ask AI explains the drift in plain words. Load both files from ☁️ Azure, Amazon S3 or Google Cloud — or upload them.

Compare My Data ❓ Know about Data Drift AI 📖 How to use
Old file → new fileYour result appears here

The file loaded fine. The numbers are wrong.

A column was renamed, "North" became "N.", a third of the emails went blank, a PIN code turned into text. Nothing failed — but every dashboard, report and model built on it is now quietly wrong. Data Drift AI Intelligence compares the new file with the last good one before anyone uses it.

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Column Changes

Columns removed, added, renamed (matched by their values) or changed type — the changes that break loads and reports.

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Row Changes

Matched by the key column: rows added, removed and changed, duplicate keys and numbers that jumped more than 20%.

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Drift in Every Column

High, Medium, Low or None for every column — distribution shift (PSI), typical value, new and vanished categories.

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Quality Alarms

Blanks rising, invalid emails, phones, GSTINs, PAN and PIN codes, values far outside the old range, new negatives.

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AI That Learns

Mark a change as expected — a planned price rise, a new column — and it is not flagged again next month.

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From Your Cloud

Load both files straight from Azure Blob / Data Lake, Amazon S3 or Google Cloud Storage with a secure link — or upload them.

From two files to a clear verdict

Any table — customer master, product master, price list, transactions, an extract from your data warehouse. Excel, CSV or JSON.

LoadOld + new
MatchColumns • key
RowsAdded • removed
DriftEvery column
QualityAlarms
LearnExpected (AI)
VerdictSafe to use?

📖 Read Me — how to use this page

Follow these steps from top to bottom. Each step tells you where to look on the page — click Go there to jump to it. To know more about the product first, open ❓ Know about Data Drift AI.

1
Sign in — click Sign In / Sign Up at the top right of the page. Use the same account on one device at a time.
2
Purchase access — in the QuantumData Customer Access bar at the start of the workspace, click Purchase Access — $20 USD, or ₹1,999 + GST in India (30 days, unlimited comparisons). Your dates appear under Your Access in the left panel. Go there →
3
Name the dataset — in the middle panel Compare My Data, type a name such as "Customer master". The name keeps your "what changed since last time" history on this browser. Go there →
4
Old file — under 1. Old file (last good version), click 📁 Upload a file and choose it, or click ☁️ From your cloud, paste a secure link to the file or folder and click Load from cloud. Go there →
5
New file — under 2. New file (to check), do the same for the new version. New? Click Download sample files. Go there →
6
Check the key column — the column that identifies each row (Customer ID, Product Code) is found for you. Change it in Match rows by if needed.
7
Click Compare My Data — the blue button at the bottom of the middle panel. The right panel shows the verdict and the counts. Go there →
8
Start with Today — the first tab: what to check, and what changed since your last comparison. Then 🤖 AI, Columns, Drift, Quality, Rows. Go there →
9
Teach the AI — next to any finding, click ✔ Expected if the change was planned. The AI remembers it on this browser and stops flagging it.
9a
✨ Ask AI (optional) — in the 🤖 AI tab, click 👀 See exactly what will be sent, tick I agree, then ✨ Explain the drift or type a question. Only column names and counts are sent — never your rows.
10
Download — at the bottom: Data Drift Workbook (Excel) with every list, and the one-page Drift Brief (Word). Compare again with each new file — the Today tab shows what changed.
🔒 Everything happens inside your browser — your files are never uploaded to QuantumData servers. Cloud links go straight from your browser to your own storage. ✨ Ask AI is optional and sends only the summary you see and agree to.

Data Drift AI Intelligence

Old file vs new file: column changes, row changes, drift in every column, quality alarms — and a clear verdict.

QuantumData Customer Access Sign in or create your QuantumData customer account to begin.
Authentication required

Your Data Drift AI Journey

1. Sign Up / Sign InCreate or access your QuantumData customer account.
2. Purchase — $20 USD / ₹1,999 + GST30 days of full access, unlimited comparisons. First 10 customers get 40 days.
3. LoadOld and new file — upload or from your cloud.
4. KeyFound for you — check it.
5. CompareColumns, rows, drift, quality, verdict.
6. SaveExcel workbook and Word brief.
Launch Offer — First 10 Customers
The first 10 paying customers receive 10 extra evaluation days (40 days in total). During those first 10 days, please try Data Drift AI on your real data and help us improve it by reporting bugs, suggesting improvements and sharing your experience.
Access Period
Your purchase ($20 USD, or ₹1,999 + GST in India) gives you 30 days of access (40 days for the first 10 customers) — compare as many files as you like. To continue afterwards, simply purchase again. Access does not renew automatically.
You stay in control
Drift is a signal, not an error. Mark planned changes as expected — the AI remembers. Check alarms with the data owner before you load.

Your Access

Access Valid From—
Access Valid Until—
Sign in to view your access status.
One-device access
Your subscription supports one active device at a time. If you sign in from another device while already active elsewhere, you will be asked to continue from the new device. If no action is taken, the previous session will be logged out automatically after 5 minutes.

Compare My Data

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🔒 Both files are compared inside your browser. They are never uploaded to QuantumData servers.
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AI Drift Intelligence

Verdict—
Serious issues—
Columns drifted—
Rows added / removed—
Rows changed—
AI Drift Summary
  • Columns removed, added, renamed or retyped.
  • Rows added, removed and changed.
  • Drift and quality alarms in every column.
Recommended Intelligence Flow
Old + new → Columns → Key → Rows → Drift → Quality → Expected (AI) → Verdict
Transparent method: Renamed = a removed and an added column holding the same values. Drift = Population Stability Index on the old file's deciles (numbers, dates) or categories: High at 0.25+, a new value at 5%+ of rows, a share move of 10+ points or blanks up 10+ points; Medium at 0.1+ / 1% / 5 points. Alarms = blanks up 5+ points, invalid format up 3+ points, duplicate keys, values over 3× the old maximum, new negatives, type changes. Changed row = any value differs for the same key.