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How Software Predicts What You Need Based on Your Coworkers

A system that uses the browsing history and work habits of your colleagues to automatically build a personalized dashboard of links and content you are likely to need next.

Granted 2010ExpiredExpired 2025Owned by Microsoft CorpInvented by Corin Ross Anderson, Eric Horvitz

Original patent title: “System and methods for constructing personalized context-sensitive portal pages or views by analyzing patterns of users' information access activities

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

A system that uses the browsing history and work habits of your colleagues to automatically build a personalized dashboard of links and content you are likely to need next. Granted to Microsoft Corp in 2010 with 12 claims and 5 forward citations.

Key facts

Patent numberUS 7685160
StatusExpired
FieldSoftware & Internet
AssigneeMicrosoft Corp
InventorsCorin Ross Anderson, Eric Horvitz
Filed2005
Granted2010
Claims12
Times cited5
LitigationNone on record
Value · $9K$29KMinimal

Coverage

What does this patent actually cover?

This system tracks how people in an organization access data, such as which websites they visit or what files they open. It uses this information to build a predictive model that anticipates what a new or existing user needs to see based on their current context, like the time of day or their specific project. It then generates a montage, which is a single page displaying relevant clippings or links, effectively acting as a personalized portal. For example, if you join a project team, the system analyzes the habits of your teammates—based on their tenure and expertise—to automatically suggest the documents and tools you will likely need to start your work.

The gap

What does this patent NOT cover?

  • Does not cover systems that rely solely on an individual's own history without comparing it to a broader group of users.
  • Does not cover manual customization where a user must select their own links or dashboard widgets.
  • Does not cover general search engines that do not use collaborative filtering based on organizational roles or expertise levels.
  • Does not cover systems that lack a context-aware component, such as time, date, or project-specific triggers.

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

What made this novel

The system doesn't just look at what you do; it segments users by their expertise and tenure, then uses that specific subset of 'peers' to predict your needs, rather than just averaging everyone's behavior.

System and methods for constru…(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

Enterprise intranet dashboards

02

Microsoft SharePoint personalized landing pages

03

Internal company knowledge management portals

Why it matters

The bigger picture

This patent reflects the early 2000s push by Microsoft to move beyond static intranets toward intelligent, adaptive workspaces. It represents a foundational approach to enterprise search and productivity, attempting to solve the information overload problem by using the collective intelligence of a workforce to guide individual productivity.

Filed

July 27, 2005

Granted

March 23, 2010

Market context

Who's building on this

Companies in this space

Microsoft continues to build on these concepts within the Microsoft 365 ecosystem, particularly with tools like Microsoft Graph and Delve. These technologies use similar logic to surface relevant documents and people based on organizational signals.

Market impact

This patent helped formalize the shift toward 'context-aware' computing in the enterprise. It influenced the development of intelligent intranets that prioritize relevant information over static directory structures, a standard feature in modern digital workplace platforms.

Claim 1 — Plain English

What this patent covers

This system tracks how people in an organization access data, such as which websites they visit or what files they open. It uses this information to build a predictive model that anticipates what a new or existing user needs to see based on their current context, like the time of day or their specific project. It then generates a montage, which is a single page displaying relevant clippings or links, effectively acting as a personalized portal. For example, if you join a project team, the system analyzes the habits of your teammates—based on their tenure and expertise—to automatically suggest the documents and tools you will likely need to start your work.

The clever bit

The system doesn't just look at what you do; it segments users by their expertise and tenure, then uses that specific subset of 'peers' to predict your needs, rather than just averaging everyone's behavior.

What it does not cover

  • Does not cover systems that rely solely on an individual's own history without comparing it to a broader group of users.
  • Does not cover manual customization where a user must select their own links or dashboard widgets.
  • Does not cover general search engines that do not use collaborative filtering based on organizational roles or expertise levels.
  • Does not cover systems that lack a context-aware component, such as time, date, or project-specific triggers.

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

Moderate

Citation count

16/40

Early citations

Claim breadth

8/20

Moderate scope

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

$9K$29K

Midpoint $18K · 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

12 claims as filed with the patent office.

Concepts involved

ClaimPrior artNon-obviousnessNoveltySpecificationAssigneePatent term

Citations

Patent lineage

Cites earlier patents

119

earlier patents this invention cites as foundations

View prior art →

Cited by later patents

5

later patents that build on this invention

View patents →

Cite this patent

Anderson, C. R., & Horvitz, E. (2010). How Software Predicts What You Need Based on Your Coworkers (U.S. Patent No. 7,685,160). U.S. Patent and Trademark Office. https://patentbrief.org/patent/us/7685160/ntfs-file-system

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 Software Predicts What You Need Based on Your Coworkers cover?

A system that uses the browsing history and work habits of your colleagues to automatically build a personalized dashboard of links and content you are likely to need next.

Who owns patent US 7685160?

Microsoft Corp owns this patent, granted in 2010.

When does this patent expire?

This patent is expected to expire on March 23, 2030, when the invention enters the public domain.

What is patent US 7685160 cited by?

This patent has been cited by 5 later patents that build on its ideas.

What problem does this patent solve?

This patent reflects the early 2000s push by Microsoft to move beyond static intranets toward intelligent, adaptive workspaces. It represents a foundational approach to enterprise search and productivity, attempting to solve the information overload problem by using the collective intelligence of a workforce to guide individual productivity.

What does this patent NOT cover?

Does not cover systems that rely solely on an individual's own history without comparing it to a broader group of users.

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