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CompareLLM Technical Deep-Dive
Updated 2026-08-16

How a new model joins the CompareLLM catalog

How a model enters the catalog: an explicit admin action, a draft hold, then the compare matrix grows.

1Section 1

Nothing is discovered automatically

An unmatched OpenRouter id becomes a Catalog candidate for an administrator to look at — it is never turned into a model. Creating the model is an explicit action, and it starts as a draft: not in the sitemap, not in compare pages. That stops one unverified marketplace listing from creating dozens of thin URLs overnight.

The row becomes publicly indexable only after an administrator confirms its identity and files evidence. Publication, tracking and search indexing are three separate decisions — a model can be published and still excluded from the rated boards, or served and deliberately not indexed.

2Section 2

What you do in /admin

File facts and evidence when you are ready, attach unmatched names as aliases, and approve only evidence that matches the exact model variant and version. Approve a news generation, edit the draft, then publish it separately. A public login cannot do any of this.

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