So, I am crushing the AI on hard.
I am surprised too. I normally played on normal enemy (or easy if I had taken a big break and need to get familiar again) and just kinda chill and evolve my land till the Advanced Flight comes into play and I crush em. Almost always the AI would out tech me, at least one or two of the enemies. I just shore up and keep advancing until I bomb them out of existence. What is different now? Why am I absolutely crushing Hard AI today?
One thing.
One thing is all that matters to advancing tech tree fast. Not how well you develop your cities. Not how many special tiles you have available to those cities. Not how many trade routes you have established. Not how many allies you make. None of it. Only one thing gets you through the tree faster than AI.
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You have more cities than the AI does.
When I was only playing 4-5 enemy AI, the world was too empty. I would go grab enough land to get 8-10 starter cities. Then I would develop those. I did this because that was all I really wanted to manage. I did not want to micromanage 20 cities, too much effort. But when you have 50 enemies all packed into the default world size, you have to move fast to ensure you are even able to drop your second settler onto a tile. If you get a third settler in, you are the biggest empire on the globe. No AI has 3 cities in a 50 enemy world, unless they got onto an island all by themselves. So I crushed the 50 AI world starting with only 3 starter cities. No AI had more than 2. I was able to out tech-tree all their 2 city civs with my 3. Once I took over 1 or two of their civs with pike-men and catapults, truly game over for AI.
Basically, the 4-5 enemy world is too wide open. I think many casual players don't want to micromanage the number of cities it would take to actually fill this open space. So they don't. Because of this, the AI does. AI don't care how many cities they manage. AI does not get stressed if there is too much going on. AI just algorithms through it all.
If you want a challenging early game, but have a chance to out tech tree the AI, increase the number of enemies. Find your borders fast, because AI will. Or if only 4-5 enemies, go big or go home. You'll have to expand way longer than you think you will need to. Fill up every tile with production, because the AI will try to.
End game is still the same regardless. Advanced Flight Wins.