Dirty Data
Damages
Your Business
DataCheckr AI is a powerful data validation service that keeps business data trustworthy at the moment it’s created — inside the apps teams already use. Zero setup. Privacy first. Always on.
✓ Microsoft AppSource Certified — All data stays on your device
Excel Users Globally
Records with Critical Errors
Annual Cost of Bad Data per Organisation
Human Errors Quietly Undermine Every Dataset
Spreadsheets, CRM entries, ERP systems, even board reports — the key information businesses rely on is riddled with mistakes. And as AI adoption accelerates, the cost of bad data compounds exponentially.
Teams enter data every day, but errors are inevitable: wrong currencies, illogical dates, duplicate records, inconsistent names, missing fields. These errors corrupt your analysis, forecasting, and AI models — costing time, money, and trust.
— Gartner Group, 2025
The 1–10–100 Rule of Data Quality
Every error that escapes downstream from entry multiplies in cost. DataCheckr keeps you at 1× — all the time.
AI-Powered Data Checking Agent for Spreadsheets
A Microsoft Excel add-in that runs directly in your workbook. It validates what you enter — and what already exists — flagging the problems that matter most to analysts and leaders.
- Missing data, duplications, and type mismatches
- Format inconsistencies and outlier values
- Invalid data types, dates, and logical conflicts
- Issues highlighted in sidebar with clear explanations and guided fixes
- No templates, macros, or training data required
- Install in minutes — existing sheets and formulas stay intact
Getting Started with DataCheckr AI for Excel
Install from Microsoft AppSource
Open a workbook with data you care about
Launch DataCheckr AI from the ribbon
Select a sheet and run a scan
Work through issues by type and decide what to fix
Certified by Microsoft for AppSource
VQD Models — Purpose-Built for Data Precision
Large Language Models hallucinate on numbers and dates. DataCheckr’s Vector Quality Definition (VQD) models are precision-engineered for data integrity.
| Capability | LLM (ChatGPT) | DataCheckr VQD |
|---|---|---|
| Numeric accuracy | ✗ Hallucinates | ✓ Precise |
| Date validation | ✗ Unreliable | ✓ Exact |
| Works offline / local | ✗ Cloud only | ✓ Edge processing |
| Learns from user feedback | ~ Limited | ✓ RLHF built-in |
| Data stays private | ✗ Sent to cloud | ✓ Never leaves device |
| Speed per check | Seconds | ✓ Milliseconds |
| Setup time | Extensive configuration | ✓ Under 1 hour |
| Zero-shot on any dataset | ✗ Requires training data | ✓ Day 1 ready |
The HEAT Engine
At the heart of DataCheckr AI is our Human Error AI-powered Trapping (HEAT) engine — catching mistakes at the exact moment they happen.
Precision Checking Models
VQD data integrity model that continuously improves leveraging zero-shot and reinforcement learning.
Real-Time Flagging
Flags suspicious values the instant they’re entered with ternary classification: Good / Probably Bad / Definitely Bad — directing attention to critical issues first.
Reinforcement Learning
Learns from every user interaction to deliver more personalised and accurate error checking with each use. RLHF built-in — no manual effort required.
Team Oversight
Provides individual and team-level visibility. Share tuned models via the cloud model library — everyone benefits from your learning immediately.
Edge Processing
For privacy and performance. Analysis of your data stays local and lightning fast – no cloud uploads.
Patterns, Not Values
We do not store or reuse your underlying data values. What we retain are high-level heuristics — patterns about what valid data looks like — not the data itself.
Encrypted in Transit & at Rest
Any information under our control — such as heuristics and supporting service data — is encrypted in transit and at rest. Your insights stay protected.
AI Benefits Without the Risk
You gain the benefits of AI-supported checking and continuous learning, without handing over your raw data. For full details, see our Trust Centre.
Key Features — Out of the Box
Zero Set Up
Works immediately on any dataset — no configuration, no training data, no specialist skills needed. Day 1 ready on any spreadsheet.
Reinforcement Learning
Every correction teaches the model. Accuracy continuously improves without manual effort. RLHF built-in from day one.
Privacy-First Architecture
All data stays on the local device. Only model logic is shared in the cloud — never your sensitive data.
Cloud Model Library
Share proven checking models with your team or access thousands from the community marketplace.
Ternary Classification
Good / Probably Bad / Definitely Bad — reduces alert noise and directs attention to the most critical issues first. No false alarm fatigue.
Multi-Platform
Native add-ins for Excel and other frontline apps — one consistent data integrity experience across your entire estate.
Anyone Who Relies on Data to Do Their Job
If you work with structured data and need it to be right, DataCheckr AI is built for you.
Analysts & Reporting Teams
Who need confidence that the numbers behind their dashboards and models are sound before they go out to leadership or clients.
Finance & Accounting Teams
Who prepare forecasts, management reports, regulatory submissions and reconciliations where a single error can cascade across the business.
Operations & Compliance Teams
Who manage processes where errors can create risk, cost or regulatory issues. DataCheckr AI gives them an always-on quality guardrail.
Data Owners & Business Users
Who maintain key lists — customers, employees, transactions, portfolios — and need a reliable way to review data integrity without specialist skills.
Consultants & Service Providers
Who work with client data and need a quick, reliable way to assess data integrity before committing to analysis or reporting.
Individuals Who Care About Accuracy
From small-business owners to researchers and students who want to trust their own spreadsheets and work with data they can rely on.
Start Protecting Your Data Today
DataCheckr AI is free for individual users — certified on the Microsoft Office Store. Working in under 5 minutes. No credit card, no setup.

