Parser

From string to meaning.

Semantic Parsing

From strings to meaningful attributes

The Parser turns strings from fields into meaningful attributes — clean, structured, ready for storage, search and matching.

Each parser is specialised: it combines extensive dictionaries, rule-based logic and trained neural networks for its data type. It deals with the messy reality of customer data — multiple fields collapsed into one, multiple values in a single field, partial information, transliteration loss, typos and cultural variations.

The parser stack is an integral part of our Search Cluster turn-key solution and feeds directly into every Matcher.

Process

How it works

1

Tokenize

Input is split into tokens. Dictionaries and trained models recognise candidate components.

2

Disambiguate

Cultural and statistical weights resolve ambiguous tokens into ranked candidate structures.

3

Return

A structured result with components, confidence and alternatives ready to feed downstream services.

Bundled in Search Cluster

The parser stack as a turn-key platform

Every parser is also part of Search Cluster — our enterprise PII platform with encrypted storage, semantic search and continuous backup. One platform, all parsers, ready to deploy.

Explore Search Cluster
Get in touch

Parse names in your stack

We're happy to support you in getting ready. We can walk you through the API, run a benchmark on your data, and help with onboarding.