People see two wallets buying the same token early and treat them as the same signal.
But a transaction only gives you the address, side, token, size and block.
It doesn’t tell you the context: what this wallet repeatedly does, when it normally enters, how long it stays, or what usually happens after.
One early buyer could be a Scalper.
Another could be a Migration Specialist.
Both can enter at the same market cap.
Both can print.
But they don’t mean the same thing to the token.
The Scalper may repeatedly enter early, capture a small move and disappear.
The Migration Specialist may repeatedly appear in tokens approaching migration, stay through that transition and exit under completely different conditions.
Same BUY.
Different behaviour.
Different context.
Aladdin is being built to label these behaviours and then ask what happens when the same mix of participants appears again:
Who entered?
What have they repeatedly done over the last 7–30 days?
Who is still holding?
Which participants usually appear together?
What happened to previous tokens when this participant mix formed?
The useful question isn’t, who bought early?
It’s:
“What kind of participants are forming this market, and have we seen this formation before?”
This is one of the features being built into Ask Aladdin.