Viktor.comAn AI coworker that actually does the work
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Real-time SEC filing intelligence, queryable from AI
7 followers
Real-time SEC filing intelligence, queryable from AI
7 followers
Real-time intelligence over SEC filings: Form 4, 13F, 13D/G, 8-K, earnings, Congress trades. Sub-60-second ingest. Built for analysts.
How are you parsing unstructured text from 8-Ks to surface the signal that matters, and is that logic customizable for my own watchlist filters?
@rzgarybrp Yeah, this is the part I care most about, so the honest answer is: I lean on structure that's already there instead of throwing an LLM at raw text.
8-Ks aren't really unstructured. They're filed against the SEC's Item taxonomy, Item 5.02 for leadership changes, 2.02 for results, 1.01/1.02 for material agreements, and so on.
So I split each filing on its Items first, then run targeted deterministic extraction per Item type. A 5.02 gets parsed into a structured executive-change row: who, what role, in or out, effective when. "The signal that matters" is mostly materiality ranking. a leadership change or a real agreement over the Reg-FD boilerplate — plus who filed and how it clusters with other activity. An LLM only phrases the summary. It never decides the signal, so it can't hallucinate a number.
On customization: today you can filter by ticker, filing type, and the conviction score. The flexible path is MCP: you query it straight from Claude or Cursor with whatever criteria you want ("8-Ks with leadership changes in my watchlist names this week"), which is more powerful than any fixed filter UI
The sub-60-second ingest on Form 4s is genuinely impressive, filings were showing up faster than my usual Bloomberg workflow. Eager to see how it handles the messier 8-K parsing during earnings season.