TL;DR: there are tens of thousands of AI tools out there depending on whose count you trust, and browsing a directory list top to bottom is not a discovery strategy, it's a way to burn an afternoon. Here's what actually gets you to the right tool faster.
The scale of the problem is bigger than most people admit. There's An AI For That, the largest public AI tool marketplace, which lists somewhere around 47,000 tools. Other trackers put the "active" count closer to 14,000. Nobody agrees on the exact number because nobody can, tools launch and die faster than anyone can index them, but even the conservative estimates are in the thousands. Meanwhile the average company is already running somewhere between 40 and 300+ SaaS apps depending on size, and over half of those licenses sit unused. Tool sprawl was already the problem. AI just multiplied the shelf.
◢What to cut
Scrolling a directory by category. Nobody has ever found the right tool by paging through "AI Agents, page 14 of 22." You'll find the loudest tools, the ones with the best-funded marketing team, not the ones that fit what you actually need.
Trusting a "Top 10 AI Tools" listicle without checking who wrote it. Most of these are SEO content, not testing. If the article doesn't say who used the tool and for what, assume nobody did.
Asking in a general Slack community and taking the first three answers. You'll get whatever the loudest three people in that channel happen to use, not what's actually best for your stack.
◢What actually works
Search by the job, not the category. "I need to qualify inbound leads without hiring an SDR" gets you a shorter, more honest list than "AI sales tools" ever will.
Match on your existing stack and budget up front, not after a 45-minute demo. If a tool can't tell you it fits your budget and your current tools before you talk to a human, you're doing its sales funnel's job for it, not the other way around.
Use a matching layer instead of a static list when you can. We've been testing HokAI, a directory that runs your plain-language need through an actual matching pass instead of just showing you a filtered list, worth trying when you already know the outcome you want but not the tool name. It's not magic, the match is only as good as what's actually indexed, so spot-check anything it hands you the same way you'd spot-check a recommendation from a person. But it beats fifteen open tabs.
◢The actual checklist
Write down the job in one sentence before you search anything. Then check three things on any tool that comes back: does it integrate with what you already run, can you see real pricing before a call, and can you cancel without a retention conversation. If a tool fails any of those three, keep looking, however good the demo looked.