AdCho · About Us
The right brain — and the ground it stands on.
AdCho is a qualitative research layer over QuantOrb, developed by kfchow.com — the lab behind the LLM Value Leaderboard. We read the SEC filings behind the money flow — institutional 13F holdings, 10-K/10-Q report text, 8-K earnings press releases — together with the quantorb 13F & money-flow datasets, and turn them into AI-powered, document-grounded readings: per-ticker tear sheets and full multi-analyst engine reports.
AI-powered readings of the SEC record — no price targets, not investment advice.
Why two brains
Facts and judgment live on different planes.
Reading a market takes both facts and judgment — and blurring the two is how research loses your trust. So we built two sites. QuantOrb is the left brain: deterministic formulas, a 28-year back-test, SEC-sourced institutional data, 0% AI predictions — the ground you can verify. AdCho is the right brain: AI that reads the same record and writes it up in plain language — the reading, always labelled as AI. AdCho never ships an EDGAR product: it ships readings of one, with AI-powered insights.
QuantOrb is the ground, AdCho is the reading of it — verify the ground, and treat the reading as one input to your own judgment. Context, not proof.
Sources & provenance
Every document citation carries its EDGAR accession number and its ingestion path.
Facts (verifiable)
SEC EDGAR (13F-HR, 10-K/10-Q, 8-K) via the QuantOrb document corpus, and the quantorb 13F & money-flow datasets.
Reading (AI-powered)
AdCho synthesis via the TradingAgents multi-analyst engine (model: GLM-5.3-Flash). Qualitative context, not proof.