Real examples of our methodology identifying fundamental shifts before broader market recognition
How we detected the generative AI compute inflection 4 months before it became consensus
NVIDIA had pulled back 40% from November 2021 highs. The narrative: "crypto hangover," gaming slowdown, data center growth moderating. Analyst consensus was mixed on the company's near-term prospects.
ChatGPT had launched in November 2022, but most investors hadn't connected the dots to NVIDIA's infrastructure dominance. Wall Street was still focused on cyclical concerns.
ARMED: April 2023 (Q1 FY24 Earnings Reported May 24, 2023)
Stock Price at Detection: $30-40 (split-adjusted)
April 2023
Inflection armed at $30-40
May 24, 2023
Q1 FY24 earnings reported - stock +24% next day
Summer 2023
"AI trade" thesis solidifies across Wall Street
Q3 2023
NVIDIA becomes the face of AI revolution - full mainstream recognition
October 2025
Current: $167 (~$4T market cap)
+418% to +557% from detection
NVIDIA transformed from a cyclical gaming/data center chip company to the critical infrastructure provider for the generative AI revolution. Data center revenue exploded from $4.3B/quarter (Q1 FY24) to $40B+/quarter within two years.
The company went from serving crypto miners and cloud providers to becoming the essential supplier for every company building AI, with gross margins expanding and demand consistently exceeding supply.
"AI compute demand would exceed supply for multiple years, creating a multi-year inflection rather than a one-quarter blip"
| Metric | NVIDIA | DAVE | UBER |
|---|---|---|---|
| Armed Quarter | Q1 FY24 (Apr '23) | Q1 2023 (Mar '23) | Q3 2023 (Sep '23) |
| Armed Price | $30-40 | $8-12 | $45.68 |
| Current Price | $167 | $194.65 | $90.99 |
| Return from Armed | 4-5x | 19.5x | 2x |
| Market Cap | $4T+ | $2.8B | $190B |
| Recognition Lag | 0-1 month | 9-12 months | 2-3 quarters |
All three inflections armed within 6 months of each other (Q1-Q3 2023), showing the methodology can identify multiple opportunities simultaneously across different market caps and sectors.
Smaller market caps = longer recognition lag = bigger opportunity window. DAVE (micro-cap) took 9-12 months while NVIDIA (mega-cap) was instant.
All required 2-3 consecutive quarters of data to confirm the inflection wasn't temporary. Single quarters don't cut it—sustainability matters.
Return magnitude inversely correlated with market cap and recognition speed. The less obvious the opportunity, the bigger the potential return.
Our methodology isn't perfect. Of the 65 buy signals across these 3 stocks:
We publish quarterly updates on ALL inflections, not just the winners:
Improving
Scores 8-10, strengthening fundamentals
Stable
Scores 6-7, monitoring closely
Deteriorating
Scores declining, thesis at risk
What matters: Systematic detection + your own due diligence + patience
"If our methodology flagged NVIDIA, DAVE, and UBER in 2023,
what is it detecting NOW that won't be obvious until 2026?"
These are historical examples demonstrating our methodology, NOT recommendations to buy or sell these stocks today.
Past inflection detection does not guarantee future results. All investment decisions are yours alone. We provide research and educational content, not investment advice.
Stock prices can decline significantly even after inflections are detected. DAVE dropped 62% after our system armed the inflection. Significant losses are possible.
We are not registered investment advisors. Consult qualified financial professionals before making investment decisions.
Returns shown are for illustrative purposes only and do not represent actual portfolio performance. Individual results will vary based on timing, position sizing, risk management, and other factors.