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How Search Engines Personalize Results Based on Your Browsing History

Google's patent for narrowing down search results by prioritizing websites that match your personal interests and past browsing habits.

Granted 2007ExpiredExpired 2023Owned by Google LLCInvented by Monika H. Henzinger, Martin Farach-Colton, Bay-Wei Chang

Original patent title: “Systems and methods for performing point-of-view searching

Plain-English explanation by SahiLast reviewed · June 15, 2026

Google's patent for narrowing down search results by prioritizing websites that match your personal interests and past browsing habits. Granted to Google LLC in 2007 with 41 claims and 24 forward citations.

Key facts

Patent numberUS 7296016
StatusExpired
FieldSoftware & Internet
AssigneeGoogle LLC
InventorsMonika H. Henzinger, Martin Farach-Colton, Bay-Wei Chang
Filed2003
Granted2007
Claims41
Times cited24
LitigationNone on record
Value · $35K$111KMinimal

Coverage

What does this patent actually cover?

This patent describes a method where a search engine uses a pre-stored set of URLs, representing a user's specific point-of-view (POV), to filter or rank search results. When you perform a search, the system doesn't just look at the query; it checks the results against your history, bookmarks, or other relevant sites to see which ones align with your established interests. For example, if you frequently visit technical engineering blogs, the system can boost the ranking of similar technical documents in your search results while pushing less relevant content further down the list.

The gap

What does this patent NOT cover?

  • Does not cover search results that are ranked solely based on global popularity or PageRank without a user-specific POV filter.
  • Does not cover real-time collaborative filtering where results are based on the behavior of other users rather than your own specific history.
  • Does not cover the underlying mechanism of how a web crawler indexes the internet.

These exclusions are unique to PatentBrief — derived from the actual claim language, not patent-office boilerplate.

What made this novel

The system treats your personal browsing history as a set of 'reset probabilities' in a ranking algorithm, essentially telling the search engine to 'teleport' more often to sites you actually care about when calculating result relevance.

Systems and methods for perfor…(Primary claim)softwareai mlecommerce

Schematic visualization of the patent's claim structure. Hand-drawn diagrams in progress for each landmark patent.

Where you've seen this

Real-world examples

01

Google Search personalized results based on signed-in account history

02

Browser-based search suggestions that prioritize your bookmarks

03

Search engines that boost results from sites you visit frequently

Why it matters

The bigger picture

This technology is a foundational element of modern personalized search. It moved the industry away from a one-size-fits-all search experience toward the tailored results users expect today. It allows search engines to act as a filter for the vast amount of information on the web by prioritizing what is actually useful to the individual user.

Filed

March 12, 2003

Granted

November 13, 2007

Market context

Who's building on this

Companies in this space

Google remains the primary entity utilizing these methods within its core search infrastructure. Other major search providers and advertising platforms have built upon these concepts to refine how they present content to users based on behavioral profiles.

Market impact

This patent helped solidify the shift toward personalized search, which is now a standard requirement for any competitive search engine. It enabled the creation of more effective ad-targeting and user-retention strategies by ensuring that search results remain highly relevant to individual user intent.

Claim 1 — Plain English

What this patent covers

This patent describes a method where a search engine uses a pre-stored set of URLs, representing a user's specific point-of-view (POV), to filter or rank search results. When you perform a search, the system doesn't just look at the query; it checks the results against your history, bookmarks, or other relevant sites to see which ones align with your established interests. For example, if you frequently visit technical engineering blogs, the system can boost the ranking of similar technical documents in your search results while pushing less relevant content further down the list.

The clever bit

The system treats your personal browsing history as a set of 'reset probabilities' in a ranking algorithm, essentially telling the search engine to 'teleport' more often to sites you actually care about when calculating result relevance.

What it does not cover

  • Does not cover search results that are ranked solely based on global popularity or PageRank without a user-specific POV filter.
  • Does not cover real-time collaborative filtering where results are based on the behavior of other users rather than your own specific history.
  • Does not cover the underlying mechanism of how a web crawler indexes the internet.

Patent timeline

Filing

Application submitted to the patent office

Publication

Application published, typically 18 months after filing

Grant

Patent officially issued

PatentBrief Score

Impact Score

Strong

Citation count

28/40

Moderately cited

Claim breadth

20/20

Very broad protection

Recency

5/20

Granted 10–20 years ago

Assignee scale

20/20

Major company or institution

PatentBrief Impact Score — based on citation count, claim breadth, recency, and assignee scale. Not a legal assessment.

Heuristic Value Estimate

What this patent might be worth

Minimal

$35K$111K

Midpoint $69K · expired or expiring · industry ×1.6

Adjust inputs →

Heuristic only — blends forward/backward citation counts, claim scope, time remaining, litigation history, and CPC-derived industry baseline. Real valuations need a professional appraisal.

The original legal language

Original claims

41 claims as filed with the patent office.

Concepts involved

ClaimPrior artNon-obviousnessNoveltySpecificationAssigneePatent term

Citations

Patent lineage

Cites earlier patents

18

earlier patents this invention cites as foundations

View prior art →

Cited by later patents

24

later patents that build on this invention

View patents →

Cite this patent

Henzinger, M. H., Farach-Colton, M., & Chang, B. (2007). How Search Engines Personalize Results Based on Your Browsing History (U.S. Patent No. 7,296,016). U.S. Patent and Trademark Office. https://patentbrief.org/patent/us/7296016/bing-msn-search

Auto-generated from the patent record. Double-check author order and the issue date against the official USPTO document before submitting.

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Common Questions

Frequently Asked Questions

What does How Search Engines Personalize Results Based on Your Browsing History cover?

Google's patent for narrowing down search results by prioritizing websites that match your personal interests and past browsing habits.

Who owns patent US 7296016?

Google LLC owns this patent, granted in 2007.

When does this patent expire?

This patent is expected to expire on November 13, 2027, when the invention enters the public domain.

What is patent US 7296016 cited by?

This patent has been cited by 24 later patents that build on its ideas.

What problem does this patent solve?

This technology is a foundational element of modern personalized search. It moved the industry away from a one-size-fits-all search experience toward the tailored results users expect today. It allows search engines to act as a filter for the vast amount of information on the web by prioritizing what is actually useful to the individual user.

What does this patent NOT cover?

Does not cover search results that are ranked solely based on global popularity or PageRank without a user-specific POV filter.

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Last reviewed: June 15, 2026 · PatentBrief is not a law firm and this is not legal advice.