Too much to read
Hundreds of articles and updates arrive every day, making it easy to miss the signal that matters.
Continuously monitor trusted sources, connect events across companies and markets, and deliver structured insights, daily briefings, and interactive analysis through a private enterprise platform.
News, research, IR materials, emails, and market events arrive continuously and remain fragmented across channels.
Hundreds of articles and updates arrive every day, making it easy to miss the signal that matters.
Company information is split across PDF, email, spreadsheets, chat, and internal systems.
Important filings, earnings calls, and corporate developments disappear inside the information flow.
A recurring pipeline that collects, verifies, synthesizes, and delivers actionable outputs.
What changed on my positions overnight?
Purpose-built crawlers pull from vetted media, IR feeds, and filings — publisher and timestamp preserved.
→Every 15 minutes a parent agent dispatches parallel workers that extract facts, link entities, and build event timelines.
→Retrieval plus generation scores materiality and turns raw facts into what happened, what it means, and what to do.
→A ranked morning brief lands at 07:00, with an interactive dashboard for drilling into any name.
The product combines monitoring, knowledge retrieval, analysis, and written investment rules.
Continuously processes selected sources and preserves source context.
Parallel workers extract facts, entities, implications, and proposals.
A structured morning output ranked by relevance and severity.
Company-level views combine events, facts, relationships, and AI scoring.
Written selection, position, risk, quality, and exit rules remain visible and auditable.
New information connects to previous events and company histories.
Select the platform based on model size, corpus depth, number of names covered, and how often the pipeline has to run.
Compact local AI platform for a focused watchlist, a single analyst, and a daily refresh cadence.
EDGE OR SINGLE-GPUProfessional AI workstation for continuous multi-agent crawling, RAG over a growing corpus, and a shared dashboard.
AI WORKSTATIONMulti-GPU or server infrastructure for firm-wide coverage, redundancy, and a pipeline that never pauses.
MULTI-GPU / SERVERFinance is one application. The same architecture can be adapted for other information-dense industries and custom enterprise workflows.