Why it holds up
The hard part, done
The data engineering behind the answers — the same rules the Kaleidoscope Console runs on, so both products give one answer per question.
Evidence, not vibes
Classifier hits ship with the exact sentence that fired, at a 0.8 score floor — you read what the model read.
A curated signal set
The directional classifier subset is the same one the Console uses, so a theme means the same thing in both products.
Noise filtered by default
News drops promotional spam and law-firm alert headlines unless you ask for them.
The tools
What the filings licence unlocks
10 tools live · 4 landing. Tools marked “landing” are specified against a live Console report and arriving next.
semantic_search
filing sentences by meaning, not keywords
Live
search_classifiers
find the right theme among 529 classifiers
Live
get_sentences
the exact sentences that triggered a signal
Live
screen_companies
cross-company screen on signals and 8-K items
Live
sections_ipo_screen
the IPO pipeline
Live
sections_ipo_risk_factors
prospectus risk factors, extracted
Live
company_filings
a company's filings with their classifier tags
Landing
company_news
news as extracted events with the facts as tags
Landing
Try these first
Three questions to ask tomorrow
Find going-concern language in recent 10-Ks.
Which IPOs filed this month — and what are their risk factors?
Screen for restructuring 8-Ks in the last 90 days.
Who runs on it
Desks that lead with filings
Law firms
Change-of-control provisions, indemnification language, covenants, and disclosure precedents — searched by concept...
Accounting
Non-reliance 8-Ks, auditor changes, impairments, and XBRL fundamentals — screened in plain English and cited to the...
Quant research
Point-in-time filings, survivorship-complete base rates, and event signals you can query "as of" any date. Prototype...
The other families