Engineering note

How AI runs Listings Junkie.

Same directory, less friction, no fee. Here is what the AI actually does behind the scenes, what it is kept away from, and why that is the reason a listing here is free.

№ 01The premise

AI isn't a feature.
It's the operating model.

What it handles

Reading submissions, checking websites, catching copies and spam, keeping the index current. The work that, on a traditional directory, costs a team of people and gets passed back to you as a subscription.

What it doesn't

Trust and policy calls, anything it is not sure about, anything a reviewer flags. The AI handles the volume; people handle the judgment. We are explicit about that line.

Why it matters

The cost of reviewing a listing is close to nothing however many we add. That is the whole reason a listing here is free, as many as you have businesses, under one account.

№ 02The four loops

Four workstreams that never stop. On a traditional directory each one needs people on a schedule. Here each one runs the moment something happens, at near-zero cost, which is exactly what keeps the directory free.

Loop 01

Review

Listing submittedChecked within a minute

Every new listing, edit and article goes to the reviewer thirty seconds after it is submitted. It reads what was written, checks it against our policies and either passes it along or sets it aside for a person, with its reasons written down.

Loop 02

Website check

A link in a listingRead, never opened here

The business website is fetched by a remote crawler and read the same way: does it match the listing, does it go where it says, is there anything that should not be in a directory. Nothing is opened on our servers or anyone's computer.

Loop 03

Upkeep

A repeat or a resubmissionCaught, rechecked, logged

A listing that repeats one already here is turned back on the spot. A listing sent back for changes is checked again when it returns. Every decision is logged, every one can be undone by a person.

Loop 04

Search-ready pages

Listing dataStructured for search engines

Each listing page carries the structured data search engines expect, built from the listing itself, so a business is found for what it does and where it is without anyone doing the SEO.

$0Per listing, per month
30 sFrom submission to the first check
125Categories across 49 states
№ 03The boundaries

AI is a tool, not the whole shop. Trust matters more than novelty. Here is what we deliberately keep it away from.

What the AI does
  • Reads every new listing, edit and article before it goes live
  • Reads the submitted website and compares it with the listing
  • Turns back spam, copies and anything that breaks our policies
  • Writes down its reasons so the owner and our team can see them
  • Runs around the clock, so a clean listing is live in minutes
What it doesn't
  • Sell, share or trade your contact details
  • Train on your business data; it reviews it and moves on
  • Make the final call on anything unclear; a person does
  • Change what you wrote; it approves it or sends it back
  • Cost you anything; listing here is free

List your business. Let the system do the work.

A few minutes to set up, free, no card. We handle the review, the search-engine plumbing and the upkeep; you handle running your business.