Beyond semantic search

Powerful search, far beyond semantic

Semantic engines only match meaning within the data you upload. RelaSync layers exact matching, structured constraints and semantic understanding into one query language — so you find what similarity alone never will.

The problem

Where semantic search stops

Semantic search on the data you provide has become the default. It is useful — and it is not enough.

1

It only sees what you feed it

Semantic engines turn your data into vectors and compare them to your query. That is all they do. They cannot reason across fields, enforce constraints or combine signals.

2

Similar is not equal

A match "in meaning" is not a match "in fact". Exact requirements — a certification, a number of years, a location — get blurred into an overall similarity score.

3

One query, one dimension

Pure semantic similarity treats every search as a single fuzzy comparison. Real questions mix hard constraints with intent, and embeddings alone cannot express both.

The comparison

RelaSync vs. classic semantic search

Same data, very different engines. Here is what changes when search goes beyond semantic.

Volume
✗ Built for small, clean datasets — quality and speed degrade as the corpus grows.
✓ Engineered for very large volumes: performance holds at scale, on millions of records.
Data at input
✗ Must ingest identifiable raw data to build its index.
✓ Runs on anonymized data at ingestion — personal data never needs to be exposed.
Integration
✗ Runs as yet another silo next to your existing tools.
✓ Plugs into the data sources and the AI agents you already have in place.
Search power
✗ One fuzzy similarity score — exact requirements get blurred into "meaning".
✓ Exact constraints and semantic understanding combined in a single query.
Results
✗ Opaque ranking — a score with no explanation.
✓ Explainable results: every match shows why it matched.
How it works

From data to results in three steps

01

Bring your data

Connect the sources you already have. RelaSync works with your existing data, wherever it lives.

02

Ask what you need

Write one expressive query: the constraints that must hold and the intent behind your search.

03

Get what others miss

Precise, ranked, explainable results — the profiles a semantic-only search would never surface.

Custom integration

Built into your stack, on your terms

RelaSync is not a one-size-fits-all product. We integrate the search engine into your existing systems, tuned to your data and your use case. Tell us what you need to find — we'll shape the solution around it.

Talk to our team