Manifesto

The match happens before anyone thinks to search.

Most "matching" products are recommendation feeds — rank what already exists, show you the top few, call it a day. We built something else: the moment a new entity lands on either side of your two-sided system, it's scored against everything on the other side, immediately, continuously. Not a batch job. Not a nightly cron.

Why this exists

Job to candidate. Listing to client. Product to buyer. Every business with two sides that need to find each other eventually builds some version of this — usually badly, usually late, usually as an afterthought bolted onto a CRM. We build it as the core system it actually is, with the weighted criteria that make a match mean something specific to your business, not a generic relevance score.

How we work

We map your two sides and the attributes that define a real match before writing any scoring logic. Fixed price, fixed delivery window — typically 5 to 12 days depending on criteria complexity. No open-ended "AI matching" hand-waving; every weight and threshold is something you can see and adjust.

What we won't do

We don't build against data you're not authorized to hold, and we don't dress up a simple filter as "AI matching" to justify a bigger invoice. If a straightforward rules engine solves your problem, that's what you get quoted for.

Standalone by default, ecosystem-ready if you want it

Match Engine runs on its own — you don't need any other Aeterna AI Architects module for it to work. But its inputs and outputs speak the same webhook language as Scraper Engine, Doc Generator, and the rest of the platform, so if you're already running one of those, wiring Match Engine in on top is a connection, not a rebuild.

Who we build for

Businesses running any two-sided system — recruiters, real estate platforms, marketplaces, B2B matchmaking — who need matches scored the instant new data shows up on either side, with criteria they actually control.