Automatic Sanity Check
Automatic data quality checks before analysis. Detect duplicates, gibberish, too-short texts, and other quality issues — before they skew your results.
5+
quality checks
Auto
before every analysis
100%
clean data
Features
What the sanity check inspects
Duplicate detection
Identical or near-identical texts are detected and flagged.
Gibberish filter
Meaningless entries like 'asdf', 'xxx', or copy-paste artifacts are filtered.
Length check
Too-short texts (below threshold) are detected — configurable.
Language check
Texts in unexpected languages are flagged.
Before / After
What the sanity check detects
Examples of automatically detected quality issues in open-ended text data.
| Text | Issue | Status |
|---|---|---|
| The product is really good, I am very satisfied. | — | |
| asdfghjkl | Gibberish | |
| The product is really good, I am very satisfied. | Duplicate | |
| ok | Too short | |
| The service was fast and friendly, keep it up! | — | |
| Das Produkt ist wirklich toll, ich liebe es. | Wrong language |
FAQ
Frequently asked questions
Use Cases
Ideal for
Large datasets (>10,000 texts)Online surveys with open-ended fieldsData from multiple sourcesQuality assurance before reporting
Combine with other features
See your open responses as structure – not as a wall of text
Start directly with your own data or validate your use case with guidance – including stakeholder assurance.
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Personal support
GDPR-compliant
Made in Germany