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How Quintarthai works

Filings in → intelligence out. Three layers, six engines, one workflow.

The three layers

1

Ingestion

We pull from three regulatory primaries plus market-data feeds, on the same cadence the regulators publish:

SEDAR+ (CA)Daily scrape with PDF parsing and OCR for technical reports. Covers MD&A, AIF, NI 43-101, NI 45-106, NI 51-102, NI 62-103/104.
EDGAR (US)XBRL ingest of 8-K, 10-K, 10-Q, 20-F, S-1, S-3 filings. Realtime Form 4 insider feed.
SEDI (CA insiders)Daily insider-filing pull. CIK + Canadian-symbol cross-mapping for dual-listed names.
Yahoo FinanceLive quotes, OHLCV, fundamentals (delayed up to 15 minutes).
MacroFederal Reserve, ECB, ECB, IMF, FT, CNBC for macro & policy context.
2

Grounding & analytics

Six engines turn raw filings into structured outputs. Detail on architecture, training data, and limitations: AI Transparency.

Quinn (RAG)404-chunk regulatory corpus across 13 jurisdictions. Llama 3.3 70B + Qdrant retrieval + 8-tool ReAct loop. Refuses advice-seeking questions.
Geo-LLMMining-geology specialist. NI 43-101 / S-K 1300 grounding, deposit-type taxonomy, Qualified Person guardrails.
Delisting RiskDeterministic 12-factor composite (float, insider ratio, institutional ownership, jurisdiction, audit firm, etc.). Reproducible 0–100 score.
Cross-Border SpreadFX-adjusted dual-listed pair math (TSX in CAD vs NYSE/NASDAQ in USD), volume-divergence ratio, transaction-cost reminder.
VPIN EstimatorVolume-synchronized probability of informed trading (Easley, López de Prado & O'Hara 2012). Research metric, not a trading signal.
RLHF retrieval rerankerThumbs-up/down feedback updates retrieval weights over time. Does not modify base-LLM weights.
3

Workflow

You start anywhere — a ticker symbol, a filing, a question. Three high-traffic flows:

What that looks like in practice

Example: dual-listed Shopify (SHOP / SHOP.TO)

What we deliberately don't do

Ready to try it? Open the dashboard — Core tier is free, no card required, 10 Quinn queries / day. Or skim the competitor comparison first.