About & Methodology

FilingSight publishes periodic, data-driven analysis of US-listed companies using SEC filings, Federal Reserve data, USDA commodity data and market prices.

How reports are built

Each company report is assembled by a pipeline of specialized analyst modules that consume public regulatory and market data. Every analyst emits a directional trend signal, a confidence score and a structured justification. A composer weights them into a single composite analytical score.

fundamentals25% weight

valuation20% weight

price12% weight

risk12% weight

regulatory8% weight

sec insights15% weight

macro4% weight

Agentic layer (TradingAgents-inspired)

On top of the deterministic analysts runs a multi-agent graph: a Bull Researcher and Bear Researcher debate the case, a Trader synthesizes the analytical findings, a Risk Manager reviews risk constraints, and a Portfolio Manager contextualizes the analysis against your profile. FilingSight surfaces the resulting descriptive analytics — fundamentals, valuation, risk, macro exposure, and bull/bear factors — and does not issue buy/sell instructions, price targets, or portfolio sizing.

The graph works deterministically out of the box. When an LLM key (LLM_API_KEY) is configured, the trader's thesis and portfolio notes are enriched with richer reasoning — no other behavior changes.

analysts → bull/bear debate → trader → risk manager → portfolio manager

Data sources

SEC EDGARNo key — User-Agent only

Company facts (XBRL), filings & submissions, full-text search (13F/13D/13G).

FRED (Federal Reserve)Optional free key

GDP, CPI/PCE inflation, rates, unemployment, yield curve, VIX, Fed balance sheet.

USDA NASSFree key required

Commodity production & prices (corn, soybeans, wheat, cattle).

Yahoo FinanceNo key

Equity price history, 52-week range, market price (unofficial; best-effort).

SEC filing glossary

10-K

Annual report (full-year financials, risk factors).

10-Q

Quarterly report (interim financials).

8-K

Material current events (acquisitions, leadership, results).

DEF 14A

Definitive proxy statement (governance, exec comp, voting).

Form 4

Insider transaction (buy/sell by officers & directors).

13F-HR

Institutional investment manager quarterly holdings.

13D

Beneficial ownership >5% (often activist).

13G

Passive beneficial ownership >5%.

FilingSight is an independent, automated analytical research tool. It is NOT a registered investment advisor, broker-dealer, or financial professional, and does NOT provide investment advice, personalized recommendations, or solicitation to buy or sell any security. All output is informational and educational only, generated automatically from public data (SEC EDGAR, FRED, USDA, market prices) with no regard to your personal circumstances. Ratings and scores are quantitative analytical classifications, not buy/sell recommendations. Verify all figures against primary sources. Investing involves risk of loss. Consult a licensed professional before making investment decisions.