Vridai is the data factory behind SubShield. We manufacture 50,000 verified, audited, and vectorised Australian subscription merchant records — with a human in the loop at every ambiguous step.
Every record passes through four strict gates before it becomes a Gold Record.
A Dual-Examiner system — Primary AI classifies, Secondary AI challenges. If they agree, it's labelled instantly. If they disagree, it enters Human Review. Certified at 100% accuracy.
Live government verification via ABR (Australian Business Register), ASIC banned persons cross-reference, Reddit/Trustpilot social sentiment scan, and Basiq CDR banking format mapper.
Phi-3 Mini handles easy records instantly. Ambiguous ones go to the Dual-Examiners. Every verified record is vectorised into ChromaDB for millisecond semantic search at 50,000-record scale.
Edge-case stress testing, Rescue Rate analysis, and final Gold Record export. The dataset is only certified when it's bank-grade — not 99%, as close to 100% as physically possible.
Six layers of verification and intelligence applied to every single record.
Every merchant cross-referenced against the Australian Business Register. ABN confirmed, legal entity resolved.
Banned and disqualified persons register checked automatically. No compromised merchants slip through.
Reddit r/AusFinance, Trustpilot, and OzBargain scanned for friction signals, hidden charges, and cancellation traps.
All records mapped to the Australian Open Banking CDR standard — 100% compatible with Basiq and major bank feeds.
Every record embedded into ChromaDB. Search by meaning, not just keywords. 50,000 records queried in milliseconds.
Ambiguous records are never auto-labelled. They go to human review. Your judgment is what makes the data Gold.
From a raw transaction string to a verified, vectorised Gold Record.
Open the control panel to monitor the pipeline, process the HITL queue, and export to SubShield when the dataset is certified.
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