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Similar-term cleanup

Find taxonomy terms that are near-duplicates of each other (typos, plurals, synonyms) and offer to merge them in one place.

How it works

Term cleanup tackles the long-tail problem on every long-running content site: a tag taxonomy that contains AI, A.I., ai, Artificial Intelligence, and artificial-intelligence as five separate terms. ClassifAI generates an embedding for each top-level term in the taxonomies you select, runs a vector similarity search across them, and presents an admin screen of suspected duplicate clusters. Administrators can review each cluster and merge selected terms into a chosen primary term in a single action; merged terms behave like a normal WordPress term merge, so all posts assigned to the merged terms are re-assigned to the primary.

Because the comparison is embedding-based rather than string-based, the feature catches cases that a regex or fuzzy-string match would miss — for example, an entity that is spelled correctly in two different languages.

Configuration

  • Which taxonomies are scanned for similar terms.
  • Similarity threshold for proposed merge clusters.
  • Provider and model selection.
  • Allowed roles and an allowed-users list for granular access control.

Providers

  • OpenAI Embeddings
  • Azure OpenAI Embeddings
  • Ollama Embeddings (locally hosted)

Caveats

  • Requires ElasticPress as the vector index.
  • Operates on top-level terms only — if a merged term has children they become top-level after the merge (standard WordPress behaviour).

From the WordPress experts at Fueled, formerly 10up.

We’ve been delivering enterprise-grade digital work on WordPress since 2011, building and growing sites for global newsrooms, Fortune 500 marketing teams, ambitious startups, and public-sector clients. Our team helps lead the official WordPress Core AI team and has led and contributed to multiple WordPress core releases.

We also partner directly with organizations to build with AI and bring it into their digital products and marketing — on or off WordPress.

15+

years building enterprise WordPress, since 2011

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active installs across plugins authored by our team

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co-leads of the official WordPress AI Team

Multi

WordPress core releases led and contributed to