Finance OS · REM Labs

Your trading agent remembers
every market signal.
And synthesizes them while you sleep.

Finance OS gives traders, analysts, and portfolio managers a persistent market brain — one that consolidates earnings calls, tracks sentiment drift, detects pattern recurrences, and generates daily intelligence overnight.

Earnings call synthesis in 3 dream cycles
Sentiment drift tracking
Portfolio context memory

What Finance OS does overnight

While markets sleep, your finance agent runs a full dream cycle — consolidating every signal you've fed it into structured, compounding market intelligence.

📞
Earnings Call Synthesis
Consolidates transcripts across quarters, highlights guidance changes, flags analyst contradictions, and tracks management tone shifts — all in a single overnight cycle.
📉
Sentiment Drift Tracking
Tracks how market sentiment on any ticker evolves over time across news, social, earnings, and analyst reports. Detects regime changes before they hit price.
🔄
Pattern Recurrence Forecasting
Identifies historical price and narrative analogues, then forecasts pattern recurrence probability. Know when a setup has happened 14 times before and what followed.
🧠
Portfolio Context Memory
Remembers your full investment thesis for every position and how it's evolved across dream cycles. Never lose the original reasoning behind a trade again.
📰
News Consolidation
Synthesizes news from dozens of sources overnight into structured insights per ticker, sector, and macro theme — so your morning starts with signal, not noise.
🌅
Morning Finance Brief
Daily risk overview, overnight macro developments, position thesis updates, and pattern alerts — delivered before market open so you can act, not react.

Built for serious market participants

Finance OS adapts to any context where reading comprehensively, tracking signal evolution, and remembering your full thesis is the edge.

📊
Hedge Fund Analyst
Process 10-Ks, earnings calls, and research reports at scale. Wake up with every contradiction flagged, every guidance change mapped, and every thesis updated.
💻
Independent Trader
Build the same information advantage as institutional desks. Feed your watchlist nightly and wake up knowing which setups have the highest historical analogue confidence.
🏦
Family Office
Maintain a persistent memory of your entire portfolio's thesis history — who said what, when the thesis changed, and what drove each reallocation decision.
🏢
Corporate Finance
Track competitor earnings, M&A narratives, and sector sentiment over time. Build a living intelligence layer for strategic planning that compounds with every cycle.

Three steps to a finance brain that compounds market intelligence

1
Feed market data
Upload earnings transcripts, research reports, news feeds, or paste tickers. Finance OS ingests structured and unstructured market data without friction.
Dream Engine consolidates
Overnight, the 9-stage REM cycle processes your entire market corpus — detecting patterns, tracking sentiment drift, reconciling contradictions, and generating forecasts.
3
Wake up with forecasts
Your Morning Finance Brief arrives before market open with overnight developments, position updates, risk flags, and pattern recurrence probabilities ranked by confidence.
Morning Finance Brief — Finance OS
Wednesday, April 2 · 6:45 AM
Overnight Market Intelligence Report
NVDA +2.3% META -1.1% MSFT +0.8% AAPL unch GOOGL +1.4%
88
Intelligence Score: 88.4
+5.2 from yesterday · 3 pattern alerts active
NVDA Q4 earnings synthesis complete: guidance raised 12% — 3rd consecutive upward revision, 87% pattern recurrence confidence
Sentiment drift detected on $META: analyst tone shifted negative across 14 reports in 6 days — historical analogue: Aug 2022 drawdown setup
Portfolio thesis update: AI infrastructure thesis remains intact — 8/9 positions tracking per original thesis parameters

Ready to build a finance brain that
compounds market intelligence?

Start free. Feed your first earnings transcripts tonight. Wake up to your first Finance Brief before market open tomorrow.

Free forever · No code required · Zero data leaves your instance