Toolscase AI is a web app that recommends an AI model for a task you describe. You pick a priority (quality, best value, cheapest or fastest) and set a budget, and it ranks a catalog of 12 models across 7 providers: OpenAI, Anthropic, Google, DeepSeek, xAI, Meta and Mistral AI. It shows an estimated cost before a run and the actual cost after, has a Compare page, and can optionally run the task for you, falling back to another model within budget if a run fails. Its scores are, in its own words, 'our own judgements, not published benchmarks'. Provider names are used for identification only.
Pricing as listed: Free is $0 per month with 50 recommendations a month and 5 task runs. Pro is $24 per month ($20 per month billed yearly). Team is $99 per month ($83 per month billed yearly). Enterprise is custom. History and analytics are on paid tiers, bring-your-own-key is on Pro and above, and Team plans add spending controls. It is web only.
Toolscase AI is built for developers, researchers, creators and startups who want to choose an AI model by task, quality, speed and cost instead of defaulting to one model for everything.