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Gravel Rating Systems v. Lowe’s Companies | Knowledge Filter Patent | PatSnap
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Case ID4:21-cv-00150
FiledFeb 2021
ClosedJun 2024
Patent Litigation

Gravel Rating Systems v. Lowe’s: Knowledge Filter Patent Dismissed With Prejudice

Gravel Rating Systems, LLC asserted US7590636B1 — a knowledge filter patent — against retail giant Lowe’s Companies, Inc. in the Eastern District of Texas. After 1,202 days of litigation, the parties jointly moved to dismiss all claims with prejudice under a confidential settlement agreement, with each side bearing its own costs.

Resolution time
1202days
1,202 days — approximately 3.3 years, above median for E.D. Tex. patent cases
Patents asserted
1
US7590636B1 — knowledge filter technology, information retrieval and rating systems
Outcome
Dismissed with Prejudice
Joint voluntary dismissal with prejudice following confidential settlement agreement
Cost ruling
Each Side Bears Own Costs
No fee-shifting ordered; each party responsible for its own attorneys’ fees and expenses
Published by PatSnap Insights Team · Verified by PatSnap Eureka Data
Case overview

A 3-Year Texas Patent Fight Ends in Confidential Settlement

On February 22, 2021, Gravel Rating Systems, LLC filed a patent infringement action against Lowe’s Companies, Inc. in the Eastern District of Texas before Judge Amos L. Mazzant, asserting US7590636B1 — a patent covering knowledge filter technology — in connection with products or services characterised as a ‘knowledge filter.’ Lowe’s, one of the largest home improvement retailers in the United States, was represented by a consortium of four law firms including Morrison & Foerster LLP and Pillsbury Winthrop Shaw Pittman LLP, signalling a well-resourced defence posture from the outset.

The case concluded on June 8, 2024, when the court granted a joint motion to dismiss all claims, counterclaims, and causes of action with prejudice pursuant to Fed. R. Civ. P. 41, subject to the terms of a confidential settlement agreement. The with-prejudice designation is legally significant: Gravel cannot refile the same claims against Lowe’s based on US7590636B1. Each party was ordered to bear its own costs, expenses, and attorneys’ fees — a neutral cost outcome that neither confirms nor denies the relative strength of either side’s position.

At 1,202 days, the litigation ran well beyond a year and a half before resolving — a duration consistent with cases that proceed through substantive motion practice or claim construction before settling. The confidential settlement means the financial terms, any licence granted, and any product modifications agreed upon remain undisclosed. It is not possible from the public record to determine which party drove the settlement or on what commercial terms, though the mutual cost-bearing arrangement suggests a negotiated compromise rather than a clear capitulation by either side.

Case at a glance
Case no.4:21-cv-00150
CourtTexas Eastern
JudgeAmos L. Mazzant
FiledFebruary 22, 2021
ClosedJune 8, 2024
Duration1202 days
OutcomeDismissed with Prejudice
Verdict causeInfringement Action
BasisDismissed with Prejudice
Prior Art Intelligence
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Case timeline

Filing to Dismissed with Prejudice in 1202 days

1,202 days — approximately 3.3 years, above median for E.D. Tex. patent cases

Case timeline: Complaint filed FEB 22 2021, OCT–NOV — 1202 days total Horizontal timeline showing the three key events in Gravel Rating Systems, LLC v Lowe’s Companies, Inc. from filing to resolution. Source: PACER, Texas Eastern District Court. FEB 22 2021 Complaint filed Pre-trial proceedings JUN 8 2024 Dismissed with Prejudice 1202 DAYS TOTAL
Dismissal terms

Dismissed with prejudice: what the joint settlement means for both parties

Legal mechanism

Rule 41 dismissal with prejudice bars any refiling on this patent

A dismissal with prejudice under Fed. R. Civ. P. 41 operates as a final adjudication on the merits. Gravel Rating Systems is permanently barred from asserting US7590636B1 against Lowe’s based on the same underlying conduct. Unlike a without-prejudice dismissal, there is no opportunity to refile — the claim is extinguished as between these parties.

Rule 41 — final as to these parties
Plaintiff outcome

Gravel surrenders future claims against Lowe’s in exchange for settlement

By agreeing to a with-prejudice dismissal, Gravel Rating Systems permanently relinquished its right to sue Lowe’s again on US7590636B1. In return, the settlement agreement — terms confidential — presumably provided some form of consideration. The patent itself remains valid and potentially enforceable against other parties not covered by this dismissal.

Settlement consideration undisclosed
Defendant outcome

Lowe’s secures permanent release from this patent claim

Lowe’s obtained a with-prejudice dismissal, meaning Gravel cannot reassert US7590636B1 against it in future litigation. The mutual cost-bearing order means Lowe’s recovered no attorneys’ fees despite its large legal team. The confidential settlement may include a licence, design-around agreement, or lump-sum payment — the public record does not disclose which.

Permanent release secured
Commercial implications

US7590636B1 remains live — other retailers and tech firms remain exposed

This dismissal resolves only the Lowe’s dispute. US7590636B1 is not invalidated and Gravel retains the right to assert it against other defendants. Retailers, e-commerce platforms, and technology companies deploying knowledge filter, recommendation, or information-rating systems should assess their exposure to this patent before any enforcement action is filed against them.

Patent survives — third parties at risk
Legal analysis based on PACER docket records for case 4:21-cv-00150 and PatSnap Eureka litigation intelligence Search PatSnap Eureka ↗
Parties and representation

Full party and counsel information

RoleNameTypeDetail
PlaintiffGravel Rating Systems, LLCCompanyPatent assertion entity — holder of US7590636B1, knowledge filter technologySearch in Eureka ↗
DefendantLowe’s Companies, Inc.CompanyLowe’s Companies, Inc. — major US home improvement and retail chainSearch in Eureka ↗
Plaintiff counselPaul Max RichterAttorneyCounsel for Gravel Rating Systems, LLCSearch in Eureka ↗
Plaintiff counselTimothy DevlinAttorneyCounsel for Gravel Rating Systems, LLCSearch in Eureka ↗
Plaintiff law firmDevlin Law Firm LLC (Wilmington)Law FirmRepresenting Gravel Rating Systems, LLCSearch in Eureka ↗
Defendant counselBrian Christopher NashAttorneyCounsel for Lowe’s Companies, Inc.Search in Eureka ↗
Defendant counselEdward Andrew CavazosAttorneyCounsel for Lowe’s Companies, Inc.Search in Eureka ↗
Defendant counselMichael Eric ZeligerAttorneyCounsel for Lowe’s Companies, Inc.Search in Eureka ↗
Defendant counselMichael Hines BorofskyAttorneyCounsel for Lowe’s Companies, Inc.Search in Eureka ↗
Defendant counselRanjini AcharyaAttorneyCounsel for Lowe’s Companies, Inc.Search in Eureka ↗
Defendant counselSteven TeperaAttorneyCounsel for Lowe’s Companies, Inc.Search in Eureka ↗
Defendant law firmMorrison & Foerster LLPLaw FirmRepresenting Lowe’s Companies, Inc.Search in Eureka ↗
Defendant law firmPillsbury Winthrop Shaw Pittman LLPLaw FirmRepresenting Lowe’s Companies, Inc.Search in Eureka ↗
Defendant law firmPillsbury Winthrop Shaw Pittman LLP (Palo Alto)Law FirmRepresenting Lowe’s Companies, Inc.Search in Eureka ↗
Defendant law firmReed & Scardino LLPLaw FirmRepresenting Lowe’s Companies, Inc.Search in Eureka ↗
Presiding judgeJudge Amos L. MazzantJudgeTexas Eastern District CourtSearch in Eureka ↗
Official verdict

Official order — verbatim text

“In consideration of the Joint Motion to Dismiss, with prejudice, filed in this case by Plaintiff Gravel Rating Systems LLC (“Gravel” or “Plaintiff”) and Defendant Lowe’s Home Centers, LLC (“Lowe’s” or “Defendant”), collectively “the Parties,” pursuant to Fed. R. Civ. P. 41 and subject to the terms of the Settlement Agreement referenced in that Joint Motion, and the Court being of the opinion that the requested relief should be GRANTED, the Court hereby: ORDERS that all claims, counterclaims, and causes of action asserted by all Parties in this case are dismissed, with prejudice. Each Party to this case shall bear its own costs, expenses and attorneys’ fees. IT IS SO ORDERED.”
Source: PACER Docket, Case 4:21-cv-00150, Texas Eastern District Court

The court’s order adopts the joint motion verbatim, granting dismissal with prejudice of all claims, counterclaims, and causes of action between the parties. The with-prejudice designation forecloses any future assertion of the same claims by either party against the other. The cost-neutrality clause — each party bearing its own fees — is a standard settlement feature and does not reflect a judicial finding on the merits. No claim construction ruling, validity finding, or infringement determination is embedded in this order; the dismissal is purely procedural, effectuating the parties’ private settlement agreement.

PACER case 4:21-cv-00150 · Public docket record Explore in Eureka ↗
Patent at issue

US7590636B1 — Knowledge Filter Technology

Publication No.US7590636B1
Application No.US11/348037
Patent details
ProductKnowledge filter and information rating systems for structured data retrieval
Cited in actionFebruary 22, 2021

US7590636B1, originating from application US11/348037, covers knowledge filter technology — a domain encompassing methods and systems for filtering, rating, or otherwise processing structured information to surface relevant results for users. The patent’s application filing provides a priority anchor that predates many modern recommendation and search-refinement implementations. Knowledge filter patents of this generation often intersect with product search, faceted navigation, and user-generated rating aggregation systems widely deployed in retail and e-commerce contexts.

For large-format retailers operating digital commerce platforms — including home improvement, consumer electronics, and general merchandise categories — US7590636B1 represents a non-trivial assertion risk. The Lowe’s dispute demonstrates that even a major retail defendant with substantial legal resources opted to settle rather than litigate to judgment. This outcome suggests the patent’s claims may present meaningful infringement surface area for companies running product filtering, knowledge-base search, or customer rating features, and that the cost and risk calculus favoured resolution over full trial.

Patent data sourced from USPTO via PatSnap Eureka patent database Search patent records in Eureka ↗
Freedom to operate

Should your product team run an FTO against US7590636B1?

Any company operating a digital retail platform, product knowledge base, search filtering system, or customer rating aggregator should treat US7590636B1 as a live enforcement risk. The Lowe’s settlement — terms undisclosed — confirms the patent has sufficient assertive credibility to compel a major defendant to resolve rather than invalidate. E-commerce operators, SaaS platforms with product recommendation features, and B2B knowledge management tools are all plausibly within the patent’s assertion scope and should assess their exposure proactively.

PatSnap Eureka’s FTO Search Agent can map US7590636B1’s claim scope against your product architecture, surface prior art that may support an invalidity defence, and flag any continuation or family patents sharing the US11/348037 priority chain. Running this analysis before an assertion letter arrives — rather than under litigation pressure — materially reduces both cost and strategic optionality loss. Use Eureka to build a defensible FTO opinion and monitor the patent’s enforcement landscape in real time.

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Related litigation

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Strategic implications

What this case signals for the knowledge filter IP landscape

A 3-year E.D. Tex. dispute ending in confidential settlement offers clear signals for retailers and information technology firms facing similar assertions.

E.D. Texas remains a high-pressure venue even for retail defendants

Lowe’s deployed four law firms including Morrison & Foerster and Pillsbury Winthrop — yet the case still ran 1,202 days before settlement. The Eastern District of Texas continues to create settlement pressure even on well-resourced defendants, making early claim construction analysis critical for any company served there.

With-prejudice dismissal without fee award suggests balanced negotiation

The court’s order that each party bear its own costs — rather than awarding fees to Lowe’s as the larger defendant — suggests neither side achieved a dominant litigation position. This pattern is consistent with cases that settle after claim construction but before trial, where validity and infringement remain genuinely contested.

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Frequently asked questions

Gravel v Lowe’s — key questions answered

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Monitor knowledge filter patent risk before the next assertion lands

US7590636B1 remains active and enforceable against any defendant outside this settlement. Use PatSnap Eureka to run FTO analysis, track the patent family, and monitor new filings in the knowledge filter and information retrieval space.

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