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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:

Canadian cross-border filingsThe 40-F, F-10 and 6-K record Canadian issuers file on SEC EDGAR under MJDS. We do not scrape SEDAR+ and hold no CSA licence.
EDGAR (US)XBRL ingest of 8-K, 10-K, 10-Q, 20-F, S-1, S-3 filings. Daily Form 4 insider ingest.
Insider filingsDaily pull of SEC Form 4 (Section 16). Canadian SEDI filings are not ingested.
Third-party market dataQuotes, 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)415-chunk regulatory corpus across 13 jurisdictions. Multi-provider LLM routing + Qdrant retrieval + tool-calling 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 three-pillar composite (float concentration, promotional language, jurisdiction and audit firm). 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.
Answer feedbackThumbs-up/down ratings of Quinn answers are stored and counted. They do not change retrieval or any model.
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 / month. Or skim the competitor comparison first.