Work · Investment Agent
The Earnings Agent.
Hallucination-free SEC earnings analysis. Every claim hyperlinked to source.
The problem
Earnings season punishes thoroughness.
Five names in your portfolio drop 8-Ks Tuesday after market close. IC wants a decision by Wednesday morning. You can read one company carefully, or five poorly. Generic AI doesn't fix this — fabricated numbers, vague citations, unstable outputs don't survive IC review.
The agent
A closed pipeline. Not a chatbot.
A pipeline that physically cannot fabricate a number. If a figure isn't traceable to a verified extraction, it doesn't reach the report. It also remembers — every filing read, every judgment reviewed, every annotation made carries forward. Your firm's history compounds inside the agent.
What you can verify
Every claim, hyperlinked.
Every claim in every report links to the exact sentence in the original filing — highlighted in context. When an IC member asks “where did this come from?” — the answer is one click.
The bar
Anyone can build a RAG. Almost nobody passes IC review.
The hard part isn't the pipeline — it's surviving IC review. Hallucination-free is measured per-run, not claimed. The +12-17pp NVDA signal lift is A/B against a documented baseline. The method is proprietary — disclosed under NDA.
Most AI teams haven't sat on a buy-side desk. Most buy-side teams can't build an agent. Cielee was built where the two meet.
How it runs
From filing to brief. Four stages.
Watch
Real-time SEC EDGAR monitoring. New filings ingested within minutes.
Reason
Domain-trained reasoning over the new filing, historical context, and your firm's prior judgments.
Verify
Every numeric claim bound to a verified extraction. Hallucinations rejected before output.
Cite
Each claim hyperlinks to the exact source passage — highlighted in context.
Performance
Hallucination-free. Measured.
Hallucination-free rate
100%
41 backtest events · 5 tickers
10-day signal lift
+12–17pp
NVDA A/B vs reactive baseline
Coverage
5 tickers
NVDA · AAPL · MSFT · GOOGL · AMZN
Backtest events
41
8 quarters per ticker
Cost per analysis
$0.27
All-in
Avg latency
~80s
End-to-end
Sample analyses
Click any footnote to jump to the source.
Bilingual (EN / 繁中).
For deeper diligence
Production-grade infrastructure. Code review under NDA.
Detailed architecture, retrieval methodology, and code walk-through available to qualified investors under NDA.
Demonstration only — not investment advice or a recommendation to buy or sell. SEC filings reproduced for non-commercial demonstration of citation accuracy.
Ready to give your analysts four hours back?
Book a 20-minute call. We'll run a live earnings analysis on a stock you pick.