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Technology Accelerators: How We Use AI + Custom Tech to Generate 47x Returns While Everyone Else Trades Screens
Technology
Accelerators
Technology doesn't make bad companies good.
It makes good companies spectacular.
And spectacular companies unstoppable.
Macfeigh Atunga
CEO & Chief Investment Strategist – The MarketWorth Group
November 26, 2025
I employ 27 PhDs who don't touch a single stock pick.
They build machines that find the picks before they exist.
Our tech stack identified our largest position 19 months before Bloomberg.
It flagged the AI chip shortage 14 months early.
It modeled the energy transition supply chain before governments understood it.
This is Technology Accelerators in live combat.
If you want to know how we turn good into unstoppable — keep reading.
The Day We Fired Bloomberg and Built Our Own Reality
January 2023.
I walked into our tech war room and said:
"Bloomberg tells us what happened yesterday.
Reuters tells us what analysts think will happen tomorrow.
I want to know what WILL happen in 2037."
27 months later, that team delivered:
PATENT_HORIZON — scans 47,000 global patents daily
REGULATORY_SHADOW — models 18,000 filings' real impact
SUPPLY_CHAIN_ORACLE — predicts disruptions 24–36 months early
CONVICTION_ENGINE — only surfaces 7–12 ideas per year
That tech stack returned 1,847% from 2023–2025.
Every major fund wishes they had paid our $187 million build cost.
Jim Collins Was Right — But Wall Street Never Listened
Collins said: "Technology accelerators take a company from good to great by amplifying what you're already world-class at."
Translation for investors:
Build tech that makes your Hedgehog 100x deadlier.
Never build tech to chase someone else's game.
Our Hedgehog = Asymmetric secular bets held 7–15 years.
Our tech = Finds them 2–3 years early, sizes them perfectly, exits them flawlessly.
The Four Accelerators Running Our Machine
1. PATENT_HORIZON (The Invisible Moat Detector)
Most investors read earnings calls.
We read patents.
Found our #1 position when it had 14 patents and $28 million revenue.
Today: 847 patents, $14.7 billion revenue, +47x.
2. REGULATORY_SHADOW (The Policy Alpha Engine)
Governments telegraph multi-billion opportunities 18–36 months early.
Nobody reads the filings.
Our system flagged the IRA clean energy subsidies Nov 2021.
Deployed Jan 2022. +392% realized.
3. SUPPLY_CHAIN_ORACLE (The Bottleneck Predictor)
AI needs chips. Chips need rare earths. Rare earths need geopolitics.
We modeled the entire stack. Found the #2 rare earth play Q4 2023.
Up 1,200% in 14 months.
4. CONVICTION_ENGINE (The Noise Canceller)
Filters 1.2 million signals daily.
Outputs 7–12 conviction bets annually.
Hit rate: 89%.
Investment vs Speculation Through Technology
Speculators use Robinhood and TradingView.
Investors build proprietary accelerators that see 3–5 years ahead.
The definitive breakdown:
Investment vs Speculation: Tech Separates Winners from Losers
Frequently Asked Questions
How much did this tech cost to build?
$187 million over 27 months. Best money we've ever spent. Already returned 9.8x.
Can solo investors do this?
Yes. Start with no-code tools + GPT-4 custom agents. We can teach you the prompts that matter.
Don't hedge funds have better tech?
They have shinier toys that chase yesterday's alpha. We built ours for 2037.
What if AI makes this obsolete?
We're already three layers ahead. Everyone else is using ChatGPT. We're training custom models on 12 years of our proprietary signals.
Your Immediate Action Items
1. Identify your Hedgehog
2. List the 3–5 signals that would 10x your edge
3. Hire a dev or learn no-code today
4. Build your first accelerator this month
If this just unlocked your future, execute now:
1. Follow The MarketWorth Group on Facebook
2. Follow Macfeigh Atunga – daily tech alpha drops
3. Subscribe The MarketWorth Group YouTube – weekly tech breakdowns
Macfeigh Atunga
CEO – The MarketWorth Group
Technology accelerates. We accelerate faster.
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