Validate the distribution
Confirm that the final mix matches the model behavior you want.
Turn the full dataset into evidence your team can act on
Measure language, topic, quality, and duplicate signals across every record before committing training compute.
Dataset analysis interactive preview
Records
67.3k
Languages
3
Flagged
5%
How the workflow fits together
Run analysis over the complete dataset, move between distribution views, and open structured review queues for issues that require human judgment.
Run a complete pass
Analyze every eligible record instead of relying on a small sample.
Compare the signals
Move between language, topic, quality, and duplicate views.
Resolve what matters
Turn flagged patterns into focused, reviewable decisions.
Remove expensive repetition
Review semantic and lexical duplicate groups before training.
Explain every change
Keep analysis results beside the decisions they informed.
Know what your training set contains
Join the waitlist for early access to complete dataset analysis.