
K.G.I
271 posts

K.G.I
@__KGI__
Asset Allocator | Risk, Probability, Human Performance | Transparency
انضم Ocak 2026
28 يتبع68 المتابعون
تغريدة مثبتة

Process over outcome.
In markets, corporate strategy, and life, we are conditioned to judge decisions by the final score. This is a mistake.
The edge is found in the invisible gap between the decision and the result.
My first note on the fallacy of the scoreboard: open.substack.com/pub/zkgi/p/the…
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@HowToAI_ The problem is the LLM is trained on the data provided by the resource it replaces. What happens when the resource stops supplying the data because it was replaced?
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A toothpaste company has quietly killed the entire market research industry and nobody is talking about it.
Colgate published a paper showing you can predict real purchase intent at 90% accuracy by simply asking LLMs to roleplay customers.
And this is beyond insane.
If you ask an AI, "Rate this product from 1 to 5," it gives safe, middle-of-the-road garbage.
So researchers invented a method called Semantic Similarity Rating (SSR).
Instead of asking the AI for a number, they asked it to roleplay.
They gave the LLM a demographic profile. They showed it a product concept. And they asked it to write down its raw, unfiltered thoughts.
Then, they used a semantic model to translate those written thoughts into a numerical score.
The results are staggering.
Tested against 57 real corporate surveys and 9,300 actual human responses, the synthetic AI consumers matched real human buying behavior with 90% reliability.
They perfectly mirrored how different age brackets and income levels react to price changes.
And they provided detailed, qualitative feedback that was deeper and more critical than what actual humans wrote.
This destroys the economics of traditional market research.
You don't need to wait a month to see if a product will sell.
You can simulate 1,000 hyper-targeted customer interviews overnight.
You can A/B test pricing across every demographic instantly.

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Let’s Cash Twitter again
Just praying this reaches you in time 🙏🏻

MC Bets@MCbets__
CASH IT ✅✅ FOR THE LOVE OF TWITTER Who tailed????? MORE: whop.com/checkout/plan_…
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⚾️💥 MLB FEATURE PLAY
We still like homers around here.
@gneiffer07 has a HR Duo for tonight. 👀
Let's go yard‼️
🔗 bit.ly/HRDuo6-12

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BANGGGGG ✅✅
THESE MATCHUPS ARE INSANE 🤯🤯🤯
TAP IN NOW ⬇️

MC Bets@MCbets__
💎 HR GAME MATCHUPS 💎 Full Slate Posted DAILY 🎟️ 60% OFF: whop.com/checkout/plan_…
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⚾️ THURSDAY $39,000 DINGER PARLAY ⚾️
4 Swings away. Just do your jobs fellas
Make sure to share this so everyone can see it in time & Check TOP Comment 👇

MC Bets@MCbets__
BANNNGGGGG $5,000 ✅✅ THATS WHAT IM TALKING ABOUT BABY 60% OFF ALL PLAYS: whop.com/checkout/plan_…
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If you’ve got your FD boost lying around you could do worse than this absolute banger
Want all my picks? Sign up for the @ParlayScience discord using promo code “DINGER75” to get 2 weeks for just $7.50
Sign up here: whop.com/parlayscience/…

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K.G.I@__KGI__
Process over outcome. In markets, corporate strategy, and life, we are conditioned to judge decisions by the final score. This is a mistake. The edge is found in the invisible gap between the decision and the result. My first note on the fallacy of the scoreboard: open.substack.com/pub/zkgi/p/the…
QME
















