Actually, prediction markets are closer to stock markets (insofar as you consider stock trading to be gambling). Insider trading is the bigger issue

Insider trading does not (and should not) apply to prediction markets.

When gambling companies make markets on Oscars, for example, they make those markets knowing 100% that people who know the outcome will bet on it. It is inherent to the product, they put protections in place. Equally, with some sports markets (i.e. transfers), they put in place protections to identify activity that IS a legal breach of player's agreements with sports leagues.

But on prediction markets, there is inherent insider knowledge and people should have the sense not to trade on markets where you are trading with insiders. It should be obvious. Financial markets are different, they are supposed to be open. Prediction markets are not.

There has been a strong drive to apply the concept of insider trading. In the UK, people were actually charged under a law intended to protect bookmakers...to be clear, this is happening whilst people close to central bankers and Treasury civil servants are being paid 7 figure sums to leak information, and all the stuff that happens with transfer/TV show markets. As ever, it is only when politics appears that these rules get invented (and to be very clear, politics markets have always had insider action too...it is inherent to the market, bookmakers know this, they did not ask for these people to be charged).

Btw, the Gambling Act has also been used to prevent payments to gamblers who exploited casinos that failed to ensure their games were fair. If you told the people saying "insider trading" that there was a law whose only purpose was to protect casino's margins, they wouldn't lose their mind...these same laws are being used to prevent "insider trading".

I've heard people say this but it really only makes sense if you don't think about it for more than 10 or 20 seconds.

Prediction markets by definition always resolve to one side being completely wiped out and losing everything. Stocks going to zero happens pretty seldomly, in prediction markets it's guaranteed to happen every single time.

Prediction markets are nothing like stock markets. Maybe they are more like binary options markets. In the UK for example, these were for a long time regulated as a gambling product, and for the past 7 years have been banned to retail consumers.