Why QKELE?
Comparing data is easy.
Understanding what matters isn't.
QKELE doesn't just show you that two datasets are different. It helps you find the changes that matter, trace them back to evidence, investigate them, and turn the results into something your team can act on.
Traditional comparison stops at the difference.
Traditional comparison tools are useful for finding differences between files. But business users often need more context than a list of differences:
- What changed?
- Which changes actually matter?
- Which changes are related?
- Where exactly is the evidence?
- Is this a meaningful business change or just formatting/noise?
- What should I investigate next?
- How do I share the finding with my team?
- How do I preserve an investigation for later?
QKELE is built around those questions.
QKELE vs traditional comparison tools
Traditional tools are often excellent at what they do. QKELE is built for the next step.
Purpose
Business-data investigation
File/data comparison
Important changes
Prioritized by significance
Primarily presents differences for inspection
Related changes
Groups related changes into findings
Depends on the tool/workflow
Evidence
Findings link back to source file, sheet, row, column, and cell where available
Usually requires manual inspection of the compared files
Data quality
Surfaces relevant data-quality issues
Depends on the comparison workflow
Investigation history
Persistent investigations and findings
Typically comparison-session oriented
Team workflow
Workspaces, roles, discussion, assignments, and shared investigations
Usually not the primary focus
AI explanations
Optional advisory explanations based on deterministic findings
Usually not part of the core workflow
Reports
Investigation-oriented reports and exports
Primarily comparison output
Environment
Web-first SaaS
Often desktop/file-oriented
AI can explain data. QKELE investigates it.
Generic AI can be useful for analyzing uploaded data. QKELE's core comparison engine is deterministic — the findings are reproducible and traceable.
Generic AI
- Requires prompting
- May produce explanations without a dedicated investigation workflow
- Evidence handling depends on the workflow
- Results can vary depending on prompting/model behavior
- Not specifically designed around recurring business-data investigations
QKELE
- Deterministic comparison engine
- Exact previous/current values
- Significant changes prioritized
- Evidence-first findings
- Data-quality warnings
- Investigation history
- Team collaboration
- Optional AI explanations
- AI is advisory, not the source of truth
QKELE uses deterministic analysis so the underlying findings are reproducible and traceable. AI is an optional advisory layer — not the source of truth.
You're not paying for a diff. You're paying for the workflow around it.
Find
Automatically identify additions, removals, changed values, and meaningful shifts.
Prioritize
Put important findings first instead of making you hunt through hundreds of differences.
Understand
Group related changes and provide useful context without replacing the underlying evidence.
Prove
Trace findings back to the source data.
Collaborate
Discuss findings, assign work, and keep investigations in one workspace.
Report
Turn investigations into professional outputs your team can share.
How much is an hour of manual checking worth?
If a recurring spreadsheet review takes an employee hours to complete manually, even a modest monthly subscription can make sense when QKELE reduces repetitive investigation work.
Illustrative example
Manual review
QKELE
One subscription, unlimited recurring investigations within your plan.
This is an illustrative example, not a guaranteed savings calculation. Your actual economics depend on your workflow, data volume, and labor cost.
QKELE is built for recurring business-data investigations.
Inventory changes
Sales reports
Financial exports
Operations data
Customer datasets
Product catalogs
Recurring CSV/XLSX/PDF/DOCX reports
Before/after business reviews
QKELE isn't for everyone.
We'd rather be honest about it. QKELE may not be the right tool if:
- You only need a one-time basic file comparison.
- You need advanced source-code comparison.
- You need a full database administration platform.
- You don't regularly investigate changing business datasets.
Traditional tools help you find differences.
QKELE helps you investigate them.
AI can explain your data.
QKELE makes the evidence traceable.
Start free. Upgrade when the workflow becomes valuable.
The Pro plan at $19/month is built for professionals who investigate data regularly.
Simple pricing
Start free today. Upgrade when you need more investigations or AI summaries.
Free
- 1 workspace member
- 10 investigations / month
- 2 AI summaries / month
- CSV, XLSX, PDF & DOCX up to 15 MB
- Full evidence viewer
Pro
- 1 workspace member
- 50 investigations / month
- 30 AI summaries / month
- Priority processing
- Evidence report export
Plus
- Up to 3 workspace members
- 200 investigations / month (shared)
- 100 AI summaries / month (shared)
- Priority processing
- Evidence report export
Business
- Up to 5 workspace members
- 500 investigations / month (shared)
- 300 AI summaries / month (shared)
- Team accounts & roles
- Audit logs
Enterprise
- Custom workspace members
- Custom investigations / month
- Custom AI summaries / month
- Highest-capability AI model
- Dedicated support