Structural integrity audits for knowledge graphs
Upload your database. See which facts don't fit. Ramish uses 4D geometric embeddings to find structurally inconsistent edges that your RAG pipeline might be hallucinating from.
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Supports: SQLite (.db, .sqlite) • CSV • Max 50MB free
Drop your SQLite database or CSV file. We detect the schema automatically.
Ramish builds a 4D geometric model and scores every edge by structural consistency.
Get a report showing which facts have low support — the ones to double-check.
Histogram of edge weights. Understand the shape of your data quality.
Top 10 lowest-support facts. These are the ones to review first.
Breakdown by relation type. Find which relationships are most problematic.
Pro tier: unlimited entities, full .ramish file, runs on your machine. $49 one-time.