If you understand Bitcoin benefits as: "decentralized no single entity controls"
Then, think of Etherium as: decentralized virtual slot machines no single entity controls
So visualize a slot machine: it advertises only the various ways you could win (in fact it never discloses the number of non winning combinations which are far greater in number) in other words manufacturers advertise only the possible upside to get you to put your money in. At best the thing being advertised happens at worst something else occurs which wasn't advertised, namely you lose your money.
The big difference between smart contracts and slot machines, is the ownership, in theory the casino owns the slot machines or at least leases the slot machine from the manufacturer, and so the casino gets the profits guaranteed by the code of the slot machine. Similarly smart contracts are crated/manufactured by an individual or groups of individuals, But here is where is gets tricky...instead of a casino hosting slot machines, smart contracts will live in perpetuity hosted on a blockchain. So whereas the slot machine directs funds that aren't wins to the casino, where do such funds in the smart contracts go? To wherever the smart contract tells the funds to go, even if it's an anonymous account (really owned by the smart contract creators) or the ability for any 3rd party to claim said funds. This little trick of anonymity allows the contract manufacturers to at least claim ignorance of the location of the funds.
There is one more thing to remember, Proponents of the smart contract somehow believe between the step the manufacturer creates the contract and releases said smart contract in the wild in perpetuity, by placing the smart contract on the blockchain, they somehow become indemnified legally (both civilly and criminally) from any damages the smart contract causes. In a most extreme example proponents i talk to believe you could build a bomb coded to go off upon a funding event, and once placed on the blockchain they would have no liability for the damage caused by the bomb because they claim the bomb was controlled/detonated by the code.