Teams struggle to predict monthly costs when using multiple AI APIs with complex pricing structures.
Create a calculator where users input their expected usage patterns (prompts/day, tokens/prompt) across providers. Show cost comparisons and optimization tips.
Offer freemium model with basic calculations free and team features/advanced analytics paid.
MVP: Simple single-provider calculator. Expand to multi-provider comparisons and usage alerts.
Risk: Providers might offer their own calculators, but cross-platform analysis remains valuable.