AI Tool Finder

The Tool Finder is for the moment when you know the job and you do not know the product name. Write the job the way you would say it to a colleague: a weekly newsletter in Arabic, a background remover for product photos, a code assistant that stays inside an editor. Avoid brand names unless you are comparing a brand you already use. The search works better with the task, the audience, and the constraint than with a slogan.

The first pass is the same search the directory uses. Published tools only. Unpublished short listings, discontinued products, and deleted rows are left out. Full-text search supplies a relevance order. A keyword overlap score then lifts tools whose name or tagline shares words with what you typed. That pair is the shortlist. It is not an embedding index of the whole catalog, and it does not invent neighbors that the search missed.

The model sees only that shortlist: slug, name, pricing label, and tagline. The instruction is to return JSON and to use those slugs alone. If it names something else, the site drops that row before anything is shown. The link you get is the AIMAPER tool page, not an outbound vendor URL. Open the listing, read the write-up when there is one, and use Visit website when you are ready to leave.

When the model is not configured, or when it fails, the shortlist still appears. The note on the result says it was ordered by search rather than by the model. That is intentional. A busy provider should not hide tools the database already found. When the shortlist itself is empty, the page says no published tool matched. It does not fill the gap with a made-up product.

A why sentence, when the model returns one, is one line under the name. Treat it as a caption, not as a review. It was not edited by AIMAPER staff, it is not a pros-and-cons list, and it can be wrong about a feature that changed last week. The tagline under the tool name is the catalog text. Prefer that, and the full page, over the caption.

Pricing on the card is the pricing label stored for the listing, plus a starting price when one is recorded. It is not a quote. Free, freemium, and paid are the three values the directory uses. A freemium tool can still hide the feature you need behind a paid plan. Check the vendor.

If you run the finder often, the rate limit will stop the page before the provider does. Sign in if you have an account; the account limit is separate from the network limit. The daily cap is shared by all six tools. A refused request shows the same plain sentence as any other limit. It does not tell you how close you are to the cap.

Good prompts name the output you want and the constraint that matters. Weak prompts are a single adjective, or a request for the best tool in the world. The finder cannot rank the whole internet. It can only rank what AIMAPER has published.