QKELE - Data, Simpler.
Find what changed. Understand why. Prove it.
QKELE — Data, Simpler.
QKELE is a business data investigation platform that helps teams compare files, find meaningful changes, understand what changed, and trace findings back to the evidence.
Instead of manually searching through thousands of rows, QKELE turns data comparison into a structured investigation workflow. Upload previous and current versions of your data, identify important changes, group related findings, and investigate what may have caused them.
QKELE uses a deterministic comparison engine as its source of truth, with optional AI assistance for explanations, summaries, and investigation.
Features
- 📊 Compare previous and current business data
- 🔎 Automatically identify meaningful changes
- 🎯 Prioritize significant findings
- 🔗 Group related changes and findings
- 📌 Trace findings back to supporting evidence
- ⚠️ Detect potential data-quality issues
- 🧠 Optional AI-assisted investigations and explanations
- 📁 Support for CSV, XLSX, PDF, DOCX, JSON, XML, TSV, TXT, Markdown, and HTML
- 👥 Workspaces and team collaboration
- 📝 Investigation history, notes, comments, and reports
- 🔐 Organization controls and audit logs
- 📤 Export investigation results and reports
Use Cases
- 📈 Comparing monthly or quarterly business data
- 💰 Investigating financial and accounting changes
- 🧾 Reconciling transaction exports
- 📦 Finding inventory changes between data snapshots
- 👥 Comparing customer or employee datasets
- 🛒 Investigating sales and revenue changes
- 🔄 Comparing updated spreadsheet versions
- 🔍 Finding missing, added, or changed records
- 🧮 Investigating unexpected numbers or values
- 📋 Auditing recurring business data workflows
- 🏢 Reviewing changes across team or organizational data
- 🚨 Finding anomalies that need further investigation
Fazier Deal
Comments
I built QKELE because comparing business data can get painful really quickly. Once you’re dealing with thousands of rows, finding the important changes can turn into hours of manual checking. I wanted to build something that goes beyond simply saying “these files are different” — something that helps answer what changed, what matters, and where’s the evidence? QKELE has evolved into a full investigation workflow around that idea, with a deterministic comparison engine at the core and AI used as an optional assistant. Would love to hear what you think! 🚀
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Comments
I built QKELE because comparing business data can get painful really quickly. Once you’re dealing with thousands of rows, finding the important changes can turn into hours of manual checking. I wanted to build something that goes beyond simply saying “these files are different” — something that helps answer what changed, what matters, and where’s the evidence? QKELE has evolved into a full investigation workflow around that idea, with a deterministic comparison engine at the core and AI used as an optional assistant. Would love to hear what you think! 🚀
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