Reality is more like "I know an order for NVIDIA is going to hit at $50, but I see it for sale for 49.9998 all over the place, I can go scoop some up at 49.9998 and put for sale at 49.9999 and make some money.
But then real reality is a step more complicated about when it is legal to do this vs not (front running is not legal, but things that are similar can be), and dark pool vs not, and you are way past what I know ;)
In buying order flow, you are usually going in the opposite direction, selling out of you own inventory against a buy.
The firm isn't buying days later after a price craters. They are usually buying or selling out of their own inventory. Sometimes this is speculative trades, more often it is more mundane like saving transaction fees (and a higher certainty of transacting) from going to the market.
I buy the stock myself a few days later, but at $40 each for a grand total of $4,000, and I just made $1,000. You get your 100 shares, I make $1,000 plus fees. Now imagine doing this hundreds or thousands of times a day. Or I simply sell my own existing supply conveniently to my own buyer and I dictate the fees, which has value in itself. Sure I'm only making $5 per head per month with these low-end customers, but now I have 100,000 customers instead of 1,000.
A savvy investor wouldn't ask to buy these shares. He'd know that he's better off shorting himself. Unsavvy investors are all over the place and if you can get them to come to you, you can make a lot of money off them with minimal investment or risk.
On top of that you can offer them predatory loans for investing. This app offers loans, no idea on terms, but I can't imagine them being very nice. They put up collateral like their car or home, so you have no risk. They fuck up, or not, it doesn't matter, you're at least getting fees and probably screwing them in other ways. Oh and you're getting interest on that loan as well.
edit: Front Loading absolutely happens, it can be done in a way that's difficult or impossible to detect and has a lot of loopholes as well.