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Stock Expert AI
Institutional-Grade Analysis

MoonshotScore Methodology

Our proprietary rating uses two engines: a sector-relative 5-pillar model for U.S.-listed common stocks, and the legacy 9-factor model detailed below for ETFs, OTC, and foreign listings.

10-Second Summary

MoonshotScore is Stock Expert AI's proprietary 0-100 rating. U.S.-listed common stocks use a sector-relative five-pillar model, re-ranked nightly. ETFs, OTC and foreign listings use a legacy nine-signal model, updated as market data refreshes.

The five pillars are business quality, financial safety, valuation, growth durability, and momentum — each scored against sector peers. The nine legacy signals are detailed in the table below.

The Legacy Formula (ETFs, OTC & Foreign Listings)

The weighted formula below applies to the legacy 9-factor model. U.S.-listed common stocks are instead scored against sector peers across five pillars — see the full methodology for the 5-pillar model.

// Legacy MoonshotScore Calculation
MoonshotScore = (
Revenue Growth Score x 20%
+ Gross Margin Score x 10%
+ Operating Leverage Score x 10%
+ Cash Runway Score x 10%
+ R&D Intensity Score x 10%
+ Insider Activity Score x 15%
+ Short Interest Score x 5%
+ Price Momentum Score x 10%
+ News Sentiment Score x 10%
)

What Are the 9 Legacy Factors?

Factor Weight Description
Revenue Growth 20% Year-over-year revenue growth scored against fixed thresholds. Faster-growing companies score higher — the single most important factor.
Gross Margin 10% Gross profit as a percentage of revenue. Higher margins indicate pricing power, competitive moats, and scalable business models.
Operating Leverage 10% Scaling-efficiency estimate derived from the revenue-growth trend as a proxy. Stronger growth signals more efficient scaling.
Cash Runway 10% How long the company can operate at its current burn rate — enough cash to fund the growth strategy.
R&D Intensity 10% Research and development spending as a percentage of revenue. High intensity signals commitment to innovation and a future pipeline.
Insider Activity 15% Net insider buying or selling. When insiders buy their own stock, it signals confidence in the company's prospects.
Short Interest 5% Trading liquidity — daily volume turnover relative to the share float. Healthy turnover means smoother entry and exit.
Price Momentum 10% Price performance across 1-, 3-, and 6-month windows. Stocks with positive momentum tend to keep outperforming.
News Sentiment 10% AI-analyzed sentiment from recent news articles and analyst reports. Positive trends often precede price movements.

Real-World Examples: How MoonshotScore Adapts

MoonshotScore is not a static formula — it weighs each company through the model that fits it. The U.S. common stocks below are scored by the sector-relative 5-pillar model, and different pillars drive each story:

NVDA (NVIDIA)

High-Growth Tech

Growth Durability and Business Quality lead for companies like NVIDIA. AI-driven revenue growth with strong margins scores well against semiconductor sector peers, while Momentum confirms the trend the market is already pricing in.

View NVDA Analysis →

TSLA (Tesla)

Disruptor / High Volatility

Tesla's score balances Growth Durability against Valuation and Financial Safety — the pillars often disagree for disruptors. Momentum can swing sharply around vehicle delivery reports and regulatory updates, moving the composite with it.

View TSLA Analysis →

MSFT (Microsoft)

Mega-Cap / Steady Compounder

For mature mega-caps like Microsoft, Business Quality and Financial Safety provide the stability signal, while AI cloud revenue growth (Azure) supports Growth Durability. Valuation is judged against software sector peers, keeping the comparison fair.

View MSFT Analysis →

Note: These examples illustrate how MoonshotScore factors are weighted differently for each stock. They are not investment recommendations. Scores change daily based on new data. See our full disclaimer.

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