It depends on the token you want to swap because not all token run in all chain, if you're looking for cheapest network, just pick the unknown one lol. The emptier the network, the cheaper the network.

Personally I use:

Ethereum: dYdX
Arbitrum, Optimism, Polygon: 1inch
BNB: Biswap
Solana: Jupiter