Cannot Turn a Plain-Language Task Into a Shortlist of AI Tools That Actually Fit — Only Directories, Hype, and Expensive Trial-and-Error

Summary

People who just want to get something done (research 18k Excel rows, replace Zapier, build a content pipeline) have no way to convert their goal into a vetted shortlist. They burn weeks trialing tools one at a time — 'I've also tried n8n, Relay and Lindy, but haven't found a workflow with enough ROI yet', 'I've tried Gemini, Claude, and Grok, but they sometimes stop midway, take too long, or provide unreliable results', 'Zapier has been getting pretty expensive... I still want something reliable... not just the cheapest option'. Directories rank by popularity and affiliate deals, not by fit to the user's task, budget, skill level, or existing stack; review sites are generic and never say 'for this exact job, use this combination and here is the cost per 1,000 rows.' The pain is severe and unsolved: users pay for subscriptions they abandon, miss client deadlines, and still have no trustworthy recommendation engine that takes a task description and returns a short, justified shortlist with pricing and reliability tradeoffs. This is the exact gap a task-first recommendation product fills.