Unify and manage your data

FERN with Modes

Learn about mode-based FERN that lets you tailor AI-powered matching for every data‑quality goal.

What is FERN?

Flexible Entity Resolution Network (FERN) is Reltio’s AI‑powered matching engine. It augments traditional match rules with large‑language‑model intelligence so you can detect additional duplicates.

Why use modes?

  • Control the outcome: Pick the mode that matches your goal — reviewing known pairs, discovering new ones, or combining both — so results line up with your business priorities.
  • Match your workflow: Data stewards can focus on high-priority candidates, while discovery teams can surface additional matches that rules may miss.
  • Configure in one click: Each mode comes pre-labeled and ready to use, so you're up and running fast and can fine-tune only when needed.

Who is it for?

System Administrator, Data Steward, Solution Architect — who design or oversee matching.

Where you work

Console ► Data Modeler ► Match tab ► AI‑powered table.

Reading the AI‑powered table

Column nameValues / ExampleDescription
LabelPretrained FERN for <Entity Type>Indicates the model's name and its entity type
Description This entity resolution (ER) model matches <Entity Type> records using a pretrained Flexible Entity Resolution Network (FERN) model provided by Reltio. A new version (Version x.y.z) is available. What's new? UPGRADEExplains what the model does and displays the upgrade notification when a newer version is available
EnabledInternal, External, All, or NoIndicates active data scope

FERN mode definitions

FERN enhanced discovery
Designed to support data stewardship workflows, this mode evaluates existing potential matches and assigns a FERN score to help prioritize review and resolution.
FERN for Data Steward
This mode enhances match discovery by identifying relevant match pairs that may have been missed by your existing matching methods.
FERN Full Mode
Combines both Data Steward and Enhanced Discovery modes, allowing you to evaluate existing matches while also uncovering new potential matches — all in a single, comprehensive run.


Version‑aware upgrades

When a newer model available, the AI-powered table shows an upgrade notification:

The link "A new version (Version x.y.z) is available" plus the blue UPGRADE button in the same row. Select UPGRADE to install the latest update.