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How Google Uses User Feedback to Rank Websites by Quality

A method for Google to judge a website's quality by looking at how users interact with its search results across different categories of search queries.

Granted 2013ActiveExpires 2030Owned by Google LLCInvented by Michael Flaster, Neil C. Fernandes, April R. Lehman

Original patent title: “Evaluating website properties by partitioning user feedback

Plain-English explanation by SahiLast reviewed · June 13, 2026

A method for Google to judge a website's quality by looking at how users interact with its search results across different categories of search queries. Granted to Google LLC in 2013 with 36 claims and 26 forward citations, and it is expected to expire in 2030.

Coverage

What does this patent actually cover?

This patent describes a way to measure the quality of a website by grouping search data into specific buckets. It takes pairs of documents and the queries that led people to them, then sorts these pairs into partitions based on how well the document matched the query. By looking at how users click on results within these different buckets, the system calculates a 'skew' or statistical distribution of feedback. If a website performs unexpectedly across these partitions, it indicates a specific level of quality, which is then used as a signal to rank that website higher or lower in future search results.

The gap

What does this patent NOT cover?

  • Does not cover ranking websites based on simple, non-partitioned metrics like total click count alone.
  • Does not cover manual human review of websites for quality assessment.
  • Does not cover ranking methods that ignore the relationship between the query and the specific document retrieved.
  • Does not cover systems that do not use statistical skew as a primary indicator of quality.

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

Key facts

Patent numberUS 8615514
StatusActive
FieldSoftware & Internet
AssigneeGoogle LLC
InventorsMichael Flaster, Neil C. Fernandes, April R. Lehman
Filed2010
Granted2013
Expires2030
Claims36
Times cited26
LitigationNone on record
Value · $202K$645KModest

What made this novel

The innovation is using 'skew'—a measure of how lopsided a data distribution is—to detect quality. By comparing how a site performs on high-relevance vs. low-relevance queries, the system can identify if a site is genuinely useful or just gaming the system.

The Patent Drawing

Representative patent drawing for Evaluating website properties by partitioning user feedback (US 8615514)
Representative figure · US 8615514All figures on Google Patents →
Evaluating website properties …(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 ranking algorithms

02

Automated website quality scoring systems

03

Search engine result page (SERP) relevance tuning

Why it matters

The bigger picture

This patent is part of the technical foundation for modern search engine optimization (SEO) and ranking algorithms. It helps search engines distinguish between high-quality content and 'spammy' sites that might get clicks but don't actually satisfy user intent. It is a core component of how Google maintains the relevance of its search results at scale.

Filed

February 3, 2010

Granted

December 24, 2013

Market context

Who's building on this

Companies in this space

Google continues to refine these techniques as part of its core search infrastructure. Other major search providers and large-scale web crawlers utilize similar statistical partitioning methods to manage the massive influx of user interaction data.

Market impact

This technology enabled search engines to move beyond simple keyword matching toward intent-based ranking. It forced website owners to focus on providing genuine value to users rather than just optimizing for search engine crawlers, fundamentally shaping the modern digital marketing landscape.

Claim 1 — Plain English

What this patent covers

This patent describes a way to measure the quality of a website by grouping search data into specific buckets. It takes pairs of documents and the queries that led people to them, then sorts these pairs into partitions based on how well the document matched the query. By looking at how users click on results within these different buckets, the system calculates a 'skew' or statistical distribution of feedback. If a website performs unexpectedly across these partitions, it indicates a specific level of quality, which is then used as a signal to rank that website higher or lower in future search results.

The clever bit

The innovation is using 'skew'—a measure of how lopsided a data distribution is—to detect quality. By comparing how a site performs on high-relevance vs. low-relevance queries, the system can identify if a site is genuinely useful or just gaming the system.

What it does not cover

  • Does not cover ranking websites based on simple, non-partitioned metrics like total click count alone.
  • Does not cover manual human review of websites for quality assessment.
  • Does not cover ranking methods that ignore the relationship between the query and the specific document retrieved.
  • Does not cover systems that do not use statistical skew as a primary indicator of quality.

Patent timeline

Filing

Application submitted to the patent office

Publication

Application published, typically 18 months after filing

Grant

Patent officially issued

Expiration

Patent enters public domain

PatentBrief Score

Impact Score

Strong

Citation count

29/40

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

Modest

$202K$645K

Midpoint $403K · 3.6 yr remaining · 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.

Claim text not yet imported for this patent

The original legal language

Original claims

36 claims as filed with the patent office.

Concepts involved

ClaimPrior artNon-obviousnessNoveltySpecificationAssigneePatent term

Citations

Patent lineage

Cites earlier patents

230

earlier patents this invention cites as foundations

View prior art →

Cited by later patents

26

later patents that build on this invention

View patents →

Cite this patent

Flaster, M., Fernandes, N. C., & Lehman, A. R. (2013). How Google Uses User Feedback to Rank Websites by Quality (U.S. Patent No. 8,615,514). U.S. Patent and Trademark Office. https://patentbrief.org/patent/us/8615514/evaluating-website-properties-by-partitioning-user-feedback

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 Google Uses User Feedback to Rank Websites by Quality cover?

A method for Google to judge a website's quality by looking at how users interact with its search results across different categories of search queries.

Who owns patent US 8615514?

Google LLC owns this patent, granted in 2013.

When does this patent expire?

This patent is expected to expire on February 3, 2030, when the invention enters the public domain.

What is patent US 8615514 cited by?

This patent has been cited by 26 later patents that build on its ideas.

What problem does this patent solve?

This patent is part of the technical foundation for modern search engine optimization (SEO) and ranking algorithms. It helps search engines distinguish between high-quality content and 'spammy' sites that might get clicks but don't actually satisfy user intent. It is a core component of how Google maintains the relevance of its search results at scale.

What does this patent NOT cover?

Does not cover ranking websites based on simple, non-partitioned metrics like total click count alone.

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Last reviewed: June 13, 2026 · PatentBrief is not a law firm and this is not legal advice.