We design and deploy bespoke AI research pipelines that process SEC filings, institutional data, and proprietary sources — queryable through natural language in minutes, not months.
Book a DiagnosticPremier investment firms have always had information advantages. We make that infrastructure accessible to emerging managers — purpose-built pipelines that index, synthesize, and surface exactly what your strategy requires.
A focused engagement to assess your current research workflow, map your data landscape, and deliver a concrete architecture recommendation — before committing to a full build.
A fully custom AI research system built around your strategy — SEC filings, institutional 13F data, job postings, newsletters, and proprietary sources, all queryable through natural language. Designed, built, and delivered in 2–4 weeks.
Ongoing support as your strategy evolves — new data sources, new tickers, model upgrades, and reliability monitoring. Keep your edge current without maintaining the infrastructure yourself.
Twill Capital is a digital infrastructure hedge fund with a concentrated thesis in Bitcoin mining companies and their conversion to AI data centers. The portfolio manager needed institutional-grade research capability without institutional-grade headcount.
We built a multi-source RAG pipeline that indexes SEC filings, research documents, institutional 13F holdings, job postings, and newsletters into a single queryable system — updated automatically on a weekly cadence.
"The system surfaced RIOT's full-year $647M revenue figure from a filing that dropped yesterday — before the morning brief."
Twill CapitalThe tools we build are not theoretical. Every pipeline, every data architecture decision, and every model configuration has been stress-tested against real investment decisions. The Twill Capital research stack — 1.7 million indexed chunks across SEC filings, institutional holdings, job postings, and proprietary research — is the live proof of concept for everything we offer clients.
We work with sub-$100M funds, family offices, and independent portfolio managers who understand that information architecture is a durable edge — and who want to own their infrastructure rather than rent access to generic platforms.
Engagements are deliberately small in number and large in attention. We do not take on clients whose strategy we cannot genuinely improve.
A $3,000 engagement that audits your current workflow, maps your data landscape, and delivers a concrete architecture recommendation — with 100% credited toward a full build if you proceed within 30 days.