USPTO Examiner LINDSAY BERNARD G - Art Unit 2119

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18641302SYSTEM AND METHOD FOR LINKAGE ALARM BETWEEN GAS ALARM AND GAS METERApril 2024August 2025Allow1610NoNo
18697871APPARATUS AND METHOD FOR WEARABLE AUTOMATED HAIR HEALTH-MONITOR AND STYLERApril 2024December 2025Allow2010NoNo
18586719System, Method and Apparatus for Sensor-Based Air Quality Metrics for Ventilation Performance and Infection RiskFebruary 2024December 2025Abandon2220NoYes
18419161AUTOMATED MONITORING AND CONTROL USING UPDATED STREAMING DECISION TREEJanuary 2024September 2024Allow800YesNo
18401354NETWORK OF CELL PROCESSING SYSTEMS AND RELATED METHODDecember 2023March 2026Allow2620YesNo
18539822SYSTEM AND METHOD FOR CONTROLLING A MACHINE USING DIMENSIONALLY AWARE RULE EXTRACTIONDecember 2023February 2026Allow2600YesNo
18538913CHILLER AND AIR HANDLER CONTROL USING CUSTOMIZABLE ARTIFICIAL INTELLIGENCE SYSTEMDecember 2023October 2025Allow2230YesNo
18457635CONTROLLING AN HVAC SYSTEM DURING A DEMAND-RESPONSE EVENT WITH DISPLAY OF EFFECTIVE SETPOINTSAugust 2023August 2024Allow1210YesNo
18238999EXPERT SYSTEM FOR CONTROLLING LOCAL ENVIRONMENT BASED ON RADIANCE MAP OF SKYAugust 2023November 2024Abandon1410NoNo
18276614CHARGE-DISCHARGE LOSS REDUCTION METHOD AND DEVICE UTILIZING POWER RECEIVER PRIORITYAugust 2023November 2024Allow1620YesNo
18353900DYNAMIC DECOUPLING CONTROL METHOD FOR MULTI-DEGREE-OF-FREEDOM PRECISION MOTION STAGEJuly 2023March 2026Abandon3210NoNo
18218408APPARATUS AND METHOD FOR SWITCHING A SUBSTRATE PROCESSING APPARATUS TO VIRTUAL SENSOR BASED CONTROLJuly 2023February 2026Allow3110YesNo
18217654User Interface Components to Change Brewing RecipesJuly 2023December 2024Abandon1810NoNo
18207729SMART ENERGY SCHEDULING OF HVAC SYSTEM DURING ON-PEAK HOURSJune 2023July 2024Allow1310YesNo
18326474MODIFYING OPERATION OF PHYSICAL EMISSION SOURCES USING A MODIFIED GRADIENT DESCENT MODELMay 2023June 2024Allow1310YesNo
18037360DEVICE AND METHOD FOR CONTROLLING THE VOLTAGE OF MICROGRIDS USING A CENTRAL CONTROLLER AND A SECOND CONTROLLERMay 2023January 2026Allow3210NoNo
18186977METHODS FOR LINKAGE BETWEEN ALARM BASED ON GAS AND GAS METER AND INTERNET OF THINGS SYSTEMS THEREOFMarch 2023January 2024Allow1010NoNo
18085306INTEGRATED AI-ENABLED INSTRUMENT PREVENTATIVE MAINTENANCE VERIFICATION AND HEALTHINESS VALIDATION TOOLMarch 2023March 2026Abandon3910NoNo
18107586CONTROL OF SENSOR-EQUIPPED ASSET BASED ON AGGREGATED RISK VALUESFebruary 2023March 2026Allow3720YesNo
18163202METHOD FOR UTILITY INFRASTRUCTURE FAULT DETECTION AND MONITORINGFebruary 2023October 2023Allow810YesNo
18102957VALVE STATE GRASPING SYSTEM USING MOTION SENSOR FIXED TO VALVE STEMJanuary 2023November 2023Allow910YesNo
18006890METHOD AND SYSTEM FOR DETERMINING ABNORMALITY IN INDUSTRIAL MACHINEJanuary 2023December 2025Abandon3410NoNo
18154253System And Method For Motor Eccentricity Based Control Using Topological Data AnalysisJanuary 2023March 2026Allow3820YesNo
18154766SYSTEM AND METHOD FOR CUTTING RECTANGULAR SHEET STOCK WITH DEFECTSJanuary 2023August 2023Allow710NoNo
18154206System and Method for Anomaly Detection using an Attention ModelJanuary 2023July 2025Allow3000YesNo
18090518METHOD OF HYBRID BATTERY ELECTRICAL ENERGY OUTPUT DISTRIBUTION CONTROL FOR ELECTRIC VEHICLEDecember 2022August 2025Allow3110YesNo
18082217DISTRIBUTED CONTROL SYSTEM WITH FAILOVER CAPABILITIES FOR PHYSICAL WELL EQUIPMENTDecember 2022August 2023Allow820YesNo
18064887SYSTEM AND METHOD FOR ROD PUMP AUTONOMOUS OPTIMIZATION WITHOUT A CONTINUED USE OF BOTH LOAD CELL AND ELECTRIC POWER SENSORDecember 2022December 2025Abandon3610NoNo
18071216EDGE-CLOUD COLLABORATIVE FAULT DETECTION METHOD FOR LOW-VOLTAGE DISTRIBUTION NETWORK BASED ON RANDOM MATRIX THEORYNovember 2022December 2023Abandon1220NoNo
18054941WIRELESS LAPTOP COOLING APPARATUS, SYSTEM AND METHODNovember 2022November 2025Abandon3610NoNo
17974127INITIATING A LAUNDRY TREATMENT OPERATION UTILIZING LIGHTING SEQUENCESOctober 2022June 2025Allow3210YesNo
17961903EQUIPMENT STATE MONITORING DEVICE AND EQUIPMENT STATE MONITORING METHODOctober 2022December 2025Abandon3920NoNo
17960579SYSTEMS AND METHODS FOR BUILDING MANAGEMENT SYSTEM SENSOR DIAGNOSTICS AND MANAGEMENTOctober 2022July 2025Abandon3330YesNo
17930287AUTO ADDRESSING FOR HVAC SECONDARY UNITS USING DELAYED RESPONSESSeptember 2022August 2023Allow1220YesNo
17900141AIR HANDLING UNIT AND METHOD USING REINFORCEMENT LEARNING MODEL THAT REPLICATES MODEL PREDICTIVE CONTROL SIMULATIONAugust 2022August 2025Allow3520YesNo
17801032CONTROL DEVICEAugust 2022June 2025Abandon3310NoNo
17889972DATA CENTER RACK ASSEMBLY AND COOLING FLUID CONTROL METHOD WITH LEAK ALERTAugust 2022June 2025Allow3410YesNo
17797562INJECTION MOLDING MACHINE EQUIPPED WITH SUPPORT DEVICEAugust 2022April 2025Allow3310YesNo
17759991NUMERICAL CONTROL DEVICE WITH MANUAL HANDLE CONFIGURED BASED ON CONTROL MODEAugust 2022February 2025Allow3010YesNo
17874569FAULT DETECTION METHOD FOR DETECTING BEHAVIOR DEVIATION OF PARAMETERSJuly 2022August 2025Abandon3640NoYes
17811461SYSTEM AND METHOD FOR MATERIAL MANUFACTURING BASED ON PREDICTED PROPERTIES OF UNCONSOLIDATED COMPOSITE MATERIALJuly 2022June 2023Allow1111YesNo
17855577PLASMA PROCESSING CONTROL SYSTEM WITH ADAPTIVE FUZZY CONTROLLERJune 2022March 2025Allow3320YesNo
17855683ADAPTIVE ENGINE WITH ESTIMATION LAW MODULES FOR PLASMA PROCESSING POWER SYSTEMJune 2022March 2025Allow3210YesNo
17848052SYSTEMS, APPARATUS, AND METHODS FOR REMOTE CONTROL OF A PLURALITY OF HEATING DEVICESJune 2022December 2025Abandon4220NoNo
17844924METHOD FOR MAINTAINING EQUIPMENT BY REMOTE OPERATION AND ASSISTANCE AND ELECTRONIC DEVICEJune 2022June 2025Abandon3510NoNo
17845449METHOD FOR PREDICTIVE MAINTENANCE OF A MANUFACTURING SYSTEM BASED ON LATENT PROPERTIESJune 2022August 2024Allow2520YesNo
17785707SYSTEM AND METHOD FOR THREE-DIMENSIONAL PRINTING OF A VEHICLE COMPONENT ASSOCIATED WITH VEHICLE OPERATIONSJune 2022April 2025Allow3420YesNo
17806755DIGITAL TWIN SIMULATION DISCREPANCY DETECTION IN MULTI-MACHINE ENVIRONMENTJune 2022February 2026Abandon4410NoNo
17837120METHOD FOR COLD SPRAY ADDITIVE MANUFACTURINGJune 2022December 2024Allow3010YesNo
17780036POSITIONING CONTROL DEVICE AND METHOD FOR MOVING A MECHANICAL LOAD BY A TARGET DISTANCE USING A MOTORMay 2022August 2024Allow2600NoNo
17739947BUILDING MANAGEMENT SYSTEM AND METHOD WITH TIMESERIES SAMPLE FEEDBACK CONTROLMay 2022October 2023Allow1820YesNo
17735241HEAT PIPE COOLING DEVICE AND METHOD WITH FAN CONTROLLED BASED ON AIR TEMPERATUREMay 2022April 2025Allow3620NoNo
17773173CONTROL DEVICE AND CONTROL METHODApril 2022January 2025Abandon3310NoNo
17771019PHOTO-CURING THREE DIMENSIONAL PRINTING PREVIEW METHODApril 2022July 2025Abandon3920NoNo
17771449CONTROL DEVICE WITH SECOND PROCESSING UNIT THAT ACCESSES VARIABLE VIA FIRST PROCESSING UNITApril 2022August 2024Allow2810NoNo
17771066CNC lathe control system based on graphic interaction and control method thereofApril 2022January 2025Abandon3310NoNo
17770419MOLDING MACHINE, METHOD AND COMPUTER-READABLE MEDIUM USING MULTIPLE LEARNING MODELSApril 2022February 2025Allow3410YesNo
17710597BUILDING EQUIPMENT CONTROL SYSTEM WITH AUTOMATED HORIZON SELECTIONMarch 2022February 2025Allow3510YesNo
17708972BUILDING SYSTEM AND METHOD FOR CONTROLLING ENVIRONMENTAL CONDITIONS BASED ON MULTIPLE HEALTH INDICATORSMarch 2022February 2025Allow3520YesNo
17761991ANOMALY DETECTION SYSTEM AND METHOD USING INVARIANTS FOR AN INDUSTRIAL CONTROL SYSTEMMarch 2022November 2025Allow4430YesNo
17654988UTILITY INFRASTRUCTURE FAULT DETECTION AND MONITORINGMarch 2022October 2022Allow710YesNo
17675357METHOD AND DEVICE USING ALTERNATIVE CALCULATION METHODS FOR DETERMINING AN OPTIMIZED PROCESS CONFIGURATION FOR MANUFACTURING OR PROCESSING PRODUCTSFebruary 2022January 2025Allow3510YesNo
17670057METHOD FOR SUBSYSTEM-LEVEL MODEL-BASED PARALLEL DIAGNOSISFebruary 2022January 2024Allow2310YesNo
17634318SYSTEM FOR PROCESSING SIGNALS FROM A BALLOON CATHETER THAT USES SNAP-IN CONNECTIONFebruary 2022January 2025Allow3510YesNo
17650648ANOMALY DETECTION OF COMPLEX INDUSTRIAL SYSTEMS AND PROCESSESFebruary 2022April 2025Abandon3840YesNo
17666901SMART ENERGY SCHEDULING OF HVAC SYSTEM DURING ON-PEAK HOURSFebruary 2022March 2023Allow1310NoNo
17592878LIMITING USAGE OF PHYSICAL EMISSIONS SOURCES BY UTILIZING A MODIFIED GRADIENT DESCENT MODELFebruary 2022January 2023Allow1220YesNo
17592732REDUNDANT GENERIC OBJECT ORIENTED SUBSTATION EVENT (GOOSE) MESSAGES WITH LIVE AND TEST POWER SYSTEM DATAFebruary 2022October 2025Allow4540YesNo
17588064SEATING SYSTEM WITH USER MONITORING CAPABILITIES AND METHODS FOR MONITORING USERJanuary 2022November 2024Abandon3410NoNo
17587393BRAIDED MESH ROBOTIC SUPPORT FOR THREE-DIMENSIONAL (3D) PRINTSJanuary 2022December 2024Allow3520YesNo
17582568THREE-WAY FLOW CONTROLLER PATHS FOR SINGLE-PHASE AND TWO-PHASE COOLING IN DATACENTER COOLING SYSTEMSJanuary 2022August 2024Allow3010YesNo
17597700CONTROL METHOD FOR A SCRAPING MACHINE BASED ON CORRELATION BETWEEN MACHINING FORCE AND DISPLACEMENTJanuary 2022February 2025Allow3720NoNo
17576736INTERNAL AIR CIRCULATION COMPONENT FOR A COMPUTING DEVICEJanuary 2022September 2025Abandon4431YesNo
17626368ANOMALY DETECTION USING HYBRID AUTOENCODER AND GAUSSIAN PROCESS REGRESSION FOR WELLSITE EQUIPMENTJanuary 2022December 2023Allow2310YesNo
17647184METHOD AND APPARATUS FOR MONITORING OPERATING STATUS OF MACHINE, STORAGE MEDIUM, AND ELECTRONIC DEVICEJanuary 2022August 2025Abandon4310NoNo
17621913COMPUTER-IMPLEMENTED METHOD OF CALCULATION AND METHOD OF SUPPORTING FOR ADDITIVE MANUFACTURINGDecember 2021December 2024Abandon3620NoNo
17556015SYSTEMS AND METHODS FOR ACTIVE FAULT DETECTION OF AN HVAC SYSTEM AND ITS ASSOCIATED MECHNICAL EQUIPMENTDecember 2021August 2024Abandon3220NoNo
17554207METHOD AND SYSTEM FOR PREDICTIVE MAINTENANCE OF A MACHINERY ASSETDecember 2021November 2024Abandon3530NoNo
17620396VEHICLE SENSOR CLEANING SYSTEMSDecember 2021June 2024Allow3000YesNo
17619504DOUBLE DOOR SYSTEM AND METHOD WITH SERVICE CHECK MODEDecember 2021December 2024Allow3620NoNo
17289110METHOD FOR CONFIGURING A DRIVE SYSTEM FOR A TECHNICAL DEVICENovember 2021March 2025Abandon4720NoNo
17611686CONTROL AND/OR IDENTIFICATION METHOD IN AN AUTOMATIC MACHINE FOR THE PRODUCTION OR THE PACKAGING OF CONSUMER PRODUCTS, IN PARTICULAR OF THE TOBACCO INDUSTRYNovember 2021May 2025Abandon4220NoNo
17525694CHILLER AND PUMP CONTROL USING CUSTOMIZABLE ARTIFICIAL INTELLIGENCE SYSTEMNovember 2021September 2023Allow2230YesNo
17452364PROFILING OF PACKAGING SYSTEMSOctober 2021July 2025Abandon4531NoNo
17452163METHOD AND DEVICE FOR SETTING OPERATING PARAMETERS OF A LASER MATERIAL PROCESSING MACHINEOctober 2021January 2025Allow3820YesNo
17606240Method and System for Production Accounting in Process Industries Using Artificial IntelligenceOctober 2021May 2025Abandon4240YesNo
17493050PRECUT PROCESSING OF LOGS BASED ON SELECTED CUT PATTERNSOctober 2021March 2023Allow1810YesNo
17600997Computer-Assisted Energy Management Method And Energy Management SystemOctober 2021May 2025Abandon4320NoNo
17469976TECHNOLOGY TO CLUSTER MULTIPLE SENSORS TOWARDS A SELF-MODERATING AND SELF-HEALING PERFORMANCE FOR AUTONOMOUS SYSTEMSSeptember 2021February 2024Abandon2920YesNo
17469514ANOMALY DETECTION SYSTEM AND METHOD USING NOISE SIGNAL AND ADVERSARIAL NEURAL NETWORKSeptember 2021October 2023Allow2510YesNo
17464325CELL PROCESSING METHODS WITH PROCESS PARAMETER CONTROLSeptember 2021December 2023Allow2720YesNo
17434218CONTROL SYSTEM, SUPPORT DEVICE AND SUPPORT PROGRAM THAT COMMUNICATES GROUPED PROCESS DATAAugust 2021December 2024Allow4020YesNo
17429307METHOD FOR ANOMALY CLASSIFICATION OF INDUSTRIAL CONTROL SYSTEM COMMUNICATION NETWORKAugust 2021January 2024Allow2920NoNo
17429013DEFECT DETECTION TASK PROCESSING METHOD, DEVICE, APPARATUS AND STORAGE MEDIUMAugust 2021February 2024Allow3020YesNo
17393985METHODS AND SYSTEMS FOR PREDICTIVE ANALYSIS AND/OR PROCESS CONTROLAugust 2021December 2023Abandon2810NoNo
17427952CONTROLLING PRODUCTION BY A SAMPLE ANALYSIS CONTROL LOOP USING COMMUNICATION BETWEEN COMPUTER SYSTEMSAugust 2021June 2024Allow3410YesNo
17389245DEMAND RESPONSE POWER SUPPLY METHOD AND ENERGY MANAGEMENT SYSTEM USING RELIABILITY INFORMATIONJuly 2021May 2024Allow3310YesNo
17378395PREDICTIVE GRID CONTROL METHODS, APPARATUS AND COMPUTER PROGRAM PRODUCTSJuly 2021January 2026Abandon5440NoYes
17377392MULTI-UNIT COOPERATIVE DISTRIBUTED ELECTRICAL CONTROL SYSTEM AND ELECTRICAL SYSTEMJuly 2021July 2024Abandon3630NoNo
17375239SUBSTRATE PROCESSING SYSTEM, CONTROLLER AND METHOD USING TEST OPERATION WITHOUT SUBSTRATEJuly 2021January 2023Allow1800NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner LINDSAY, BERNARD G.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
6
Examiner Affirmed
6
(100.0%)
Examiner Reversed
0
(0.0%)
Reversal Percentile
3.8%
Lower than average

What This Means

With a 0.0% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.

Strategic Value of Filing an Appeal

Total Appeal Filings
16
Allowed After Appeal Filing
3
(18.8%)
Not Allowed After Appeal Filing
13
(81.2%)
Filing Benefit Percentile
23.1%
Lower than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 18.8% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the bottom 25% across the USPTO, indicating that filing appeals is less effective here than in most other areas.

Strategic Recommendations

Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.

Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner LINDSAY, BERNARD G - Prosecution Strategy Guide

Executive Summary

Examiner LINDSAY, BERNARD G works in Art Unit 2119 and has examined 300 patent applications in our dataset. With an allowance rate of 72.7%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 29 months.

Allowance Patterns

Examiner LINDSAY, BERNARD G's allowance rate of 72.7% places them in the 36% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by LINDSAY, BERNARD G receive 1.93 office actions before reaching final disposition. This places the examiner in the 48% percentile for office actions issued. This examiner issues fewer office actions than average, which may indicate efficient prosecution or a more lenient examination style.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by LINDSAY, BERNARD G is 29 months. This places the examiner in the 63% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +40.6% benefit to allowance rate for applications examined by LINDSAY, BERNARD G. This interview benefit is in the 88% percentile among all examiners. Recommendation: Interviews are highly effective with this examiner and should be strongly considered as a prosecution strategy. Per MPEP § 713.10, interviews are available at any time before the Notice of Allowance is mailed or jurisdiction transfers to the PTAB.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 27.5% of applications are subsequently allowed. This success rate is in the 48% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 16.9% of cases where such amendments are filed. This entry rate is in the 19% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 0.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 5% percentile among all examiners. Note: Pre-appeal conferences show limited success with this examiner compared to others. While still worth considering, be prepared to proceed with a full appeal brief if the PAC does not result in favorable action.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 50.0% of appeals filed. This is in the 15% percentile among all examiners. Of these withdrawals, 50.0% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner rarely withdraws rejections during the appeal process compared to other examiners. If you file an appeal, be prepared to fully prosecute it to a PTAB decision. Per MPEP § 1207, the examiner will prepare an Examiner's Answer maintaining the rejections.

Petition Practice

When applicants file petitions regarding this examiner's actions, 38.1% are granted (fully or in part). This grant rate is in the 27% percentile among all examiners. Strategic Note: Petitions show below-average success regarding this examiner's actions. Ensure you have a strong procedural basis before filing.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 9% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 10% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • Prioritize examiner interviews: Interviews are highly effective with this examiner. Request an interview after the first office action to clarify issues and potentially expedite allowance.
  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.

Relevant MPEP Sections for Prosecution Strategy

  • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
  • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
  • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
  • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
  • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
  • MPEP § 1214.07: Reopening prosecution after appeal

Important Disclaimer

Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.