AI Agent Token Cost: What 23,968 Real Turns Actually Cost

Measured across 166 real agent sessions: prompt tokens outnumber output 309 to 1, caching cuts the bill 7.3x, and the same turn costs 3.8x more at step 190 than step 5. Here is where agent money actually goes.