Vincent Grunte's Approach to AI-Driven Stock Scoring
We rank stocks with a transparent 0–100 score and then ask AI to write a plain‑English explanation for the top opportunities.
Top 10 opportunities (right now)
These are ranked using the best available score. For the top 10 we store the AI‑enhanced result when available. Click any ticker to see the full breakdown and the AI explanation.
How It Works
When you buy a stock, you're buying a piece of a real company. Our goal is to help you find good companies at reasonable prices.
We Gather the Data
Every weekend we collect financial data for 7,000+ US stocks — revenue, profits, debt levels, growth rates, and more. This is the raw information that tells us how a company is actually doing.
We Score Every Stock
Each stock gets a score from 0 to 100 based on 6 factors: Quality, Health, Value, Growth, Sentiment, and Momentum. Higher scores mean stronger fundamentals and better value.
AI Explains the Best
For the top 10 stocks, we ask AI (Claude) to write a plain-English explanation: What does this company do? Why is it scoring well? What are the risks? No finance degree needed!
Combined Score
We blend the algorithmic analysis (70%) with the AI's judgment (30%) to get a final Combined Score that balances data-driven precision with nuanced insight.
Clear Recommendations
Every stock gets a simple recommendation: 🟢 BUY (strong opportunity), 🟡 WATCH (decent but uncertain), or 🔴 RISK (significant concerns).
Weekly Updates
All data refreshes every Saturday at 2 AM UTC. You're always looking at recent analysis, not stale data.
Understanding the Scores
📊 The Score is Like a Grade
Every stock gets a score from 0 to 100, like a test grade. It combines many signals into one number so you can compare stocks quickly.
| 80–100 | 🌟 Excellent — strong fundamentals, attractive price |
| 60–79 | ✅ Good — solid company worth considering |
| 40–59 | ⚠️ Average — nothing special, proceed with caution |
| Below 40 | ❌ Weak — significant concerns or risks |
🔢 Three Scores You'll See
| Opportunity Score | Our algorithm's rating based on fundamentals. Available for all stocks. |
| AI Score Top 10 | AI's independent opinion after reviewing all data. Only for top stocks. |
| Combined Score | Final score: 70% algorithm + 30% AI. Best of both worlds. |
🎯 Data Confidence
How complete is the data?
Not all stocks have complete financial information. The confidence indicator shows
how much data we had to work with.
| High (80%+) | Very reliable score |
| Medium (50-80%) | Use as a guide |
| Low (<50%) | Less reliable |
The 6-Factor Methodology
We analyze every stock across 6 key dimensions. Here's what each factor measures in plain English.
💰 Quality
25%
Is the company profitable?
A high-quality company is like a well-run restaurant — it keeps costs low and earns
good profit on every sale. We look at profit margins, return on equity (ROE), and
how efficiently the company operates.
🏥 Health
20%
Can the company pay its bills?
A healthy company is like someone with a good emergency fund — they can handle tough
times without going bankrupt. We check debt levels, cash reserves, and whether the
company generates real cash.
🏷️ Value
20%
Is the price reasonable?
Even a great company can be a bad investment at the wrong price. We compare the
stock price to earnings, book value, and sales to find stocks that might be
undervalued.
📈 Growth
15%
Is the business expanding?
Growth companies are expanding their pie — more customers, more sales, more profit.
We track whether revenue and earnings are increasing year over year.
📰 Sentiment
10%
What does the market think?
Sentiment is the "mood" around a stock. Positive news can push prices up; bad news
can crash them. We track this to avoid surprises, though it changes quickly.
🚀 Momentum
10%
Is the stock trending up?
Stocks that are rising often keep rising for a while. We look at recent price trends
and technical indicators, but weight this lower because fundamentals matter more
long-term.
Simple Recommendations
Every stock gets a clear, simple recommendation based on its score.
BUY
Score 70+
The company has strong fundamentals, a reasonable price, and positive signals. This
is a quality opportunity worth considering.
WATCH
Score 50-69
Decent company but not compelling right now. Keep an eye on it — things could
improve or get worse.
RISK
Score below 50
Significant concerns exist — weak fundamentals, high debt, or other red flags.
Approach with extreme caution.
By The Numbers
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