The Completion Suggester is the default option for search-as-you-type suggestions. It was initially designed to provide a more fluent user experience.

The completion suggester features a totally new method for ranking search results.In general, you should see more relevant search results for your queries, with the effect being particularly pronounced for shorter queries.The new method also incorporates page views into the rankings, so that pages which are viewed more often are ranked slightly higher than pages which are viewed less frequently.

The completion suggester is tolerant to small typos.This includes the following types of typos:

• Up to two typos in the word
• Typos at the beginning of the word if the user typed more than 3 letters
• Missing or extra spaces are considered as a typo
• If the page has redirects with very common typos it will cover more typos (e.g.alber ensten will properly suggestAlbert Einstein even if there's more than two typos)

Default algorithm	Completion Suggester

The completion suggester is also tolerant to stop words.If the user forgot to type a leading article likeThe the suggestions will get displayed.Searching forlord rings will properly suggest all pages related to The Lord of the Rings.

Redirects with typos are sometimes added to popular pages and the default suggestion algorithm will simply display the redirect as is.The Completion Suggester will attempt to display the proper title if the redirect is close enough. Searching forAirton Senna will properly suggestAyrton Senna.This is useful to avoid displaying obviously wrong redirects likeUnietd States.

The system is using a combination of multiple factors to rank the suggestions:

• quality based metrics
  • the page size
  • the number of sections
  • the number of external links
  • the number of redirects
  • the number of incoming links
  • the set of template boosts if configured
• popularity based metrics with the number of weekly pageviews

If you are curious to know how the score is computed for a particular page please see thecirruscompsuggestbuilddoc action API property, for example see an explanation of how thew:Algorithm page is constructed and scored by the completion suggester:cirruscompsuggestbuilddoc on w:Algorithm (note thescore_explanation section)

The completion suggester feature has a preference tab inSpecial:Preferences to configure the search-as-you-type suggestions.

• Default (recommended)
  • Corrects up to two typos. Removes redirects that are very similar to the main title.
• Subphrase matching (recommended for longer page titles)
  • Corrects up to two typos. Resolves close redirects. Matches subphrase in titles.
• Strict mode (advanced)
  • No typo correction. No accent folding. Strict matching.
• Redirect mode (advanced)
  • No typo correction. Resolves close redirects.
• Redirect mode with subphrase matching (advanced)
  • No typo correction. Resolves close redirects. Matches subphrase in titles.

The legacy search-as-you-type suggestion algorithm.

• Classic prefix search
  • No typo correction. Matches the beginning of titles.

• The completion suggester is enabled only for themain namespace. Searching with a namespace prefix will disable the CompletionSuggester and fallback to the default algorithm.

• Discovery
• Search