Pricing surprise when combining multiple ai models - how to predict?

Our document processing flow uses 3 different LLMs sequentially. Each provider bills separately, leading to cost overruns. Are there platforms with unified pricing that scales predictably when combining models? Need clear cost breakdowns per workflow rather than per service.

Latenode’s single subscription covers all integrated models. Built a translation pipeline using 4 different AI services and saw exact costs upfront. Their billing shows model-specific usage under one plan. Details here: https://latenode.com

You could build a cost aggregator using AWS Metering Service, but that requires implementing billing logic for each API. Time investment might outweigh benefits unless handling massive volume.

negotiate enterprise contracts w providers for bundled rates. works if u have high usage