How Matching Works

What decides which businesses get invited to your request.

When you use Let Us Match You, the businesses invited to your request aren't random and they aren't a list of whoever's nearby. Here's how it works — in broad strokes, on purpose.

1. It starts with location

The first cut is simple: a business is only considered if your location falls within the area it actually serves. Nobody gets invited to a job they can't reach.

2. Then it's about fit

From there, CleannAI weighs a battery of measurements about how well each business fits your specific request — the kind of work you need, the vehicle involved, and a range of quality and trust signals from across the platform. The businesses that rank as the most qualified for your job are the ones that get invited.

3. Why we keep the details vague

We deliberately don't publish the exact factors or how they're weighted. If businesses knew the formula, the formula would stop working — matching would reward whoever optimized for it rather than whoever's genuinely the best fit for your job. Keeping it opaque is what keeps it honest.

What we can say plainly: the list isn't padded. If fewer businesses genuinely qualify for your request, fewer are invited. You get the businesses that fit — not a number we're trying to hit.

Current Capabilities
  • Only businesses whose service area covers your location are considered
  • CleannAI ranks fit for your specific job, not general popularity
  • The formula stays private so it can't be gamed — and the list is never padded
Why It Matters
  • Invitations go to businesses that can actually do your job
  • Matching stays honest because it can't be optimized against
  • Fewer qualified businesses means a shorter list, not a padded one

Accuracy Notes

Audience: Customers using Let Us Match You

Matching starts with location and builds from there: CleannAI weighs how well each business fits your specific job and invites the most qualified ones. We don't publish the exact formula — that's what keeps it honest.

This page reflects current app behavior and avoids speculative feature claims.