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.
Year over year
The change screen compares each section with the prior year, so a rewritten risk factor surfaces on its own.
The tools
What the research licence unlocks
10 tools live. Tools marked “landing” are specified against a live Console report and arriving next.
search_classifiers
find the right theme among 531 classifiers
Live
get_sentences
the exact sentences that triggered a signal
Live
semantic_search
filing sentences by meaning, not keywords
Live
screen_companies
cross-company screen on signals and 8-K items
Live
sections_filing_change_screen
what a company rewrote since last year
Live
company_red_flags
going concern, material weakness, restatements, listing notices
Live
sections_ipo_screen
the IPO pipeline
Live
sections_ipo_risk_factors
prospectus risk factors, extracted
Live
sections_ipo_financials
prospectus financials
Live
sections_ipo_offering
offering terms from the prospectus
Live
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?
Which companies rewrote their risk factors most since last year?
Who runs on it
Desks that lead with research
Quant research
Point-in-time filings, survivorship-complete base rates, and event signals you can query "as of" any date. Prototype...
Accounting
Non-reliance 8-Ks, auditor changes, impairments, and XBRL fundamentals — screened in plain English and cited to the...
Mining & resources
NPV, IRR, tonnages, and grades from NI 43-101 technical reports on SEDAR — verified against the filing text, and...
The other families