Claude Haiku 5.5 vs GPT-6 Luna cost per task: the 100k cliff, the tokenizer and which calls each one should take

Haiku 5.5 and GPT-6 Luna list at the same price, but Haiku costs 2.5-4x more per task and 5x above 100k tokens. Which calls each one should take.