USPTO Examiner MILLS FRANK D - Art Unit 2194

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19215313DOCUMENT OBJECT MODEL NAVIGATOR AGENTIC SYSTEMMay 2025January 2026Allow810YesNo
19202283SYSTEM AND METHOD FOR COMBINING LANGUAGE MODELS WITH NATURAL LANGUAGE PROCESSING FOR SUMMARIZATIONMay 2025December 2025Allow710YesNo
18919126Document SummarizerOctober 2024January 2026Allow1520YesNo
18909588Multimodal Agent for Efficient Image-Text Interface AutomationOctober 2024January 2025Allow310YesNo
18733796MANAGEMENT AND TRACKING SOLUTION FOR SPECIFIC PATIENT CONSENT ATTRIBUTES AND PERMISSIONSJune 2024April 2025Allow1010YesNo
18622721DIGITAL DELEGATE COMPUTER SYSTEM ARCHITECTURE FOR IMPROVED MULTI-AGENT LARGE LANGUAGE MODEL (LLM) IMPLEMENTATIONSMarch 2024December 2024Allow910YesNo
18387753CONTEXTUAL DEEP BOOKMARKINGNovember 2023October 2024Allow1110NoNo
18500195VIEWING FILE MODIFICATIONSNovember 2023January 2025Allow1520NoNo
18458861Context-Based Dictionaries for Multimedia Audiobook Systems Including Non-Linguistic Dictionary EntriesAugust 2023July 2024Allow1120YesNo
18230807INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND STORAGE MEDIUMAugust 2023March 2026Allow3120YesNo
18211874Representing Confidence in Natural Language ProcessingJune 2023July 2025Allow2510YesNo
18320977DEVICES, SYSTEMS, AND METHODS FOR TRANSCRIPT SANITIZATIONMay 2023February 2025Allow2130NoNo
18197120QUALITY CONTROLLED PARAPHRASE GENERATIONMay 2023October 2025Allow2910YesNo
18138076INTERACTION METHOD AND APPARATUS FOR VIDEO CALLApril 2023March 2025Allow2330NoNo
18183844CONTENT MANAGEMENT METHODS FOR PROVIDING AUTOMATED GENERATION OF CONTENT SUMMARIESMarch 2023October 2023Allow710NoNo
18105297DATABASE MANAGEMENT METHODS AND ASSOCIATED APPARATUSFebruary 2023January 2026Allow3610NoNo
18158824DATA STREAMING PIPELINE FOR COMPUTE MAPPING SYSTEMS AND APPLICATIONSJanuary 2023January 2026Allow3610YesNo
18015682Content Selection PlatformJanuary 2023March 2025Abandon2620NoNo
18066700PLATFORM FOR MANAGING MOBILE APPLICATIONSDecember 2022January 2026Abandon3710NoNo
18060921Context-Aware Text SanitizationDecember 2022October 2025Allow3510YesNo
18052531ADDING MUSICAL WORKS LINKS TO TEXTUAL ITEMSNovember 2022January 2024Allow1520NoNo
17963716METHOD AND SYSTEM FOR MULTI-CORE LOAD SCHEDULING IN AN OPERATING SYSTEM (OS) LESS COMMUNICATION NETWORKOctober 2022January 2026Allow3910YesNo
17906497ABSTRACT GENERATION APPARATUS, ABSTRACT GENERATION METHOD AND PROGRAMSeptember 2022February 2024Allow1720NoNo
17944229Disaggregation of processing pipelineSeptember 2022October 2025Allow3710YesNo
17818826FEDERATED DISTRIBUTED MUTATIONAugust 2022August 2024Allow2420YesNo
17882362FRAMEWORK FOR PROVISIONING AN APPLICATION RESOURCE FOR AN APPLICATION IN USE WITH A CONTROLLED CONTENT REPOSITORYAugust 2022October 2025Allow3810NoNo
17880070METHOD AND APPARATUS FOR PERFORMING DISTRIBUTED TRAINING ON DEEP LEARNING MODEL, DEVICE AND STORAGE MEDIUMAugust 2022September 2025Allow3810NoNo
17846853SYSTEM AND METHOD FOR SPELLING CORRECTIONJune 2022February 2024Abandon2010NoNo
17804713TECHNIQUES FOR CLOUD AGNOSTIC DISCOVERY OF CLUSTERS OF A CONTAINERIZED APPLICATION ORCHESTRATION INFRASTRUCTUREMay 2022August 2025Allow3910YesNo
17826238COMPUTER-READABLE RECORDING MEDIUM STORING RESPONSE SERVICE ASSISTANCE PROGRAM, RESPONSE SERVICE ASSISTANCE DEVICE, AND RESPONSE SERVICE ASSISTANCE METHODMay 2022May 2024Abandon2420NoNo
17826911LOGICAL MEMORY ADDRESSING BY SMART NIC ACROSS MULTIPLE DEVICESMay 2022March 2025Allow3410NoNo
17779767NODE MANAGEMENT METHOD, DEVICE AND APPARATUS, STORAGE MEDIUM, AND SYSTEMMay 2022January 2026Allow4420NoNo
17824039STORAGE MEDIUM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING DEVICEMay 2022April 2024Abandon2220NoNo
17746978DOCUMENT CREATION SUPPORT APPARATUS, METHOD, AND PROGRAMMay 2022March 2024Abandon2220NoNo
17730090MONITORING A SOFTWARE-BASED ACTIVITY MONITOR THAT CONFIGURES THE THROTTLING OF A HARDWARE-BASED ACTIVITY MONITORApril 2022September 2025Allow4120NoNo
17728997REAL-TIME ESTIMATION FOR MIGRATION TRANSFERSApril 2022June 2025Abandon3810NoNo
17722136METHOD AND SYSTEM FOR PROVISIONING AN APPLICATION IN A DISTRIBUTED MULTI-TIERED COMPUTING ENVIRONMENT USING CASE BASED REASONINGApril 2022December 2024Allow3210NoNo
17767479A SYSTEM AND METHOD FOR CONFIGURING A LARGE-SCALE DISTRIBUTED INFRASTRUCTUREApril 2022March 2025Allow3610NoNo
17716755METHOD FOR SECURELY EXECUTING A WORKFLOW IN A COMPUTER SYSTEMApril 2022June 2025Abandon3910NoNo
17710090MANAGEMENT AND TRACKING SOLUTION FOR SPECIFIC PATIENT CONSENT ATTRIBUTES AND PERMISSIONSMarch 2022January 2024Allow2220YesNo
17705898MACHINE BASED EXPANSION OF CONTRACTIONS IN TEXT IN DIGITAL MEDIAMarch 2022October 2023Allow1820NoNo
17678103METHOD FOR OPTIMIZING RESOURCE ALLOCATION BASED ON PREDICTION WITH REINFORCEMENT LEARNINGFebruary 2022July 2025Allow4110NoNo
17673884REALTIME APPLICATION RECONCILIATION WITHIN COMPUTING ENVIRONMENTSFebruary 2022August 2025Abandon4210NoNo
17671347RUNTIME CUSTOMIZATION OF NODES FOR NETWORK FUNCTION DEPLOYMENTFebruary 2022September 2025Allow4320NoNo
17666908VIRTUAL MACHINE MIGRATION METHOD AND DEVICEFebruary 2022March 2025Allow3720NoNo
17631965SYSTEMS AND METHODS FOR PROCESS MINING USING UNSUPERVISED LEARNING AND FOR AUTOMATING ORCHESTRATION OF WORKFLOWSFebruary 2022October 2025Allow4420NoNo
17583711QUANTUM COMPUTING SYSTEM HEAT ORCHESTRATIONJanuary 2022March 2025Allow3810NoNo
17575390SNAPSHOT BASED POOL OF VIRTUAL RESOURCES FOR EFFICIENT DEVELOPMENT AND TEST OF HYPER-CONVERGED INFRASTRUCTURE ENVIRONMENTSJanuary 2022January 2025Abandon3610NoNo
17569243NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM, INFORMATION PROCESSING SYSTEM, AND DATA PROCESSING METHODJanuary 2022March 2025Allow3820NoNo
17646733SYSTEM AND METHOD FOR MODERNIZATION OF LEGACY BATCH BASED ON FUNCTIONAL CONTEXTJanuary 2022October 2024Allow3310NoNo
17621208CLOUD COST-BASED RESOURCE DEVELOPMENT SYSTEM AND METHODDecember 2021December 2024Abandon3610NoNo
17644844ARCHITECTURE SWAPPING FOR WORKSPACESDecember 2021October 2025Allow4630YesNo
17644272AUTOMATED SCHEDULING OF SOFTWARE DEFINED DATA CENTER (SDDC) UPGRADES AT SCALEDecember 2021December 2024Abandon3610NoNo
17644079Graph Execution EngineDecember 2021March 2025Allow3910NoNo
17643864CLUSTERED CONTAINER PROTECTIONDecember 2021September 2024Allow3310YesNo
17643017PHYSICAL HARDWARE CLOCK VIRTUALIZATIONDecember 2021April 2025Allow4010YesNo
17534309SYSTEMS THAT DEPLOY AND MANAGE APPLICATIONS WITH HARDWARE DEPENDENCIES IN DISTRIBUTED COMPUTER SYSTEMS AND METHODS INCORPORATED IN THE SYSTEMSNovember 2021March 2025Abandon4010NoNo
17611214METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM FOR CREATING ACTION RESOURCESNovember 2021May 2025Allow4230YesNo
17453821SCHEDULING STORAGE TASKSNovember 2021February 2025Allow3920NoNo
17452153ALLOCATING COMPUTING RESOURCES BASED ON PROPERTIES ASSOCIATED WITH LOCATIONOctober 2021August 2024Allow3310YesNo
17507359SERVICE NETWORK APPROACH FOR DYNAMIC CONTAINER NETWORK MANAGEMENTOctober 2021October 2024Abandon3510NoNo
17448529RECYCLING CONTAINER STORAGE OBJECTS AT A STORAGE CONTROLLERSeptember 2021October 2024Allow3610NoNo
17448296PREVENTING RESOURCE EXPLOITATION IN MOBILE DEVICESSeptember 2021May 2024Allow3210YesNo
17480224METHOD AND SYSTEM FOR OPERATING A WEB APPLICATION ON A DEVICESeptember 2021May 2025Abandon4420NoNo
17476825HYBRID COMPUTING APPARATUS AND HYBRID COMPUTING ARCHITECTURES APPLICABLE TO ON PREMISES, CLOUD, AND EDGE COMPUTING APPLICATIONSSeptember 2021February 2025Allow4110NoNo
17476916CASE DEFLECTION USING VISIBILITY INTO MULTI-PRODUCT CLOUDSSeptember 2021January 2025Allow4020YesNo
17470848ORCHESTRATION OF MACHINE LEARNING (ML) WORKLOADSSeptember 2021March 2025Allow4330NoNo
17447065Non-Blocking Simultaneous MultiThreading (NB-SMT)September 2021April 2025Allow4320NoNo
17468312Quality of Service Techniques in Distributed Graphics ProcessorSeptember 2021December 2024Allow3910YesNo
17467523NEW CONTAINER STORAGE SYSTEM IN REMOTE PODS IN KUBERNETESSeptember 2021August 2024Allow3520YesNo
17465830BYZANTINE FAULT TOLERANT PRE-PREPROCESSING FOR STATE MACHINE REPLICATIONSeptember 2021November 2024Abandon3910NoNo
17465575SERVICE VIRTUALIZATION PLATFORMSeptember 2021May 2024Allow3210YesNo
17412960ALLOCATING COMPUTE NODES AS STORAGE IN A POWER-CONSTRAINED ENVIRONMENTAugust 2021March 2025Allow4220YesNo
17409930DISTRIBUTION OF WORKLOADS IN CLUSTER ENVIRONMENT USING SERVER WARRANTY INFORMATIONAugust 2021November 2024Allow3911NoNo
17405885SERVICES THREAD SCHEDULING BASED UPON THREAD TRACINGAugust 2021April 2024Allow3110YesNo
17401236ISOLATING OPERATING SYSTEM ENVIRONMENTS IN EMBEDDED DEVICESAugust 2021June 2024Abandon3410NoNo
17395044SYSTEM AND METHODS FOR IMPLEMENTING A COMPUTER PROCESS AUTOMATION TOOLAugust 2021August 2024Allow3710NoNo
17384428METHOD AND SYSTEM FOR BUSINESS YIELD AWARE WORKLOAD DISTRIBUTIONJuly 2021June 2024Allow3510NoNo
17305774Serverless Application Function ExecutionJuly 2021May 2024Allow3410YesNo
17358976DATA CURATION WITH CAPACITY SCALINGJune 2021December 2024Allow4120NoNo
17337438INFORMATION PROCESSING APPARATUS AND NON-TRANSITORY COMPUTER READABLE MEDIUM STORING PROGRAMJune 2021February 2025Abandon4420NoNo
17317571COMPUTING RESOURCE AUTOSCALING BASED ON PREDICTED METRIC BEHAVIORMay 2021June 2024Allow3710YesNo
17218611Hypervisor RemovalMarch 2021April 2024Allow3610NoNo
17301380COGNITIVE ANALYSIS OF DIGITAL CONTENT FOR ADJUSTMENT BASED ON LANGUAGE PROFICIENCY LEVELMarch 2021November 2023Allow3110NoNo
17210153AUTOMATED CONTEXTUAL PROCESSING OF UNSTRUCTURED DATAMarch 2021March 2024Allow3610NoNo
17189441INVOCATION CALLS ENABLING APPLICATIONS TO INITIATE REACTIVE ACTIONS IN RESPONSE TO RESOURCE STATE CHANGES OF ASSETSMarch 2021June 2024Allow4020YesNo
17186856MANAGING COMPUTATIONAL BURSTING ON SERVER NODESFebruary 2021June 2024Allow4020YesNo
17038254NATURAL LANGUAGE PROCESSINGSeptember 2020December 2023Allow3930YesNo
16928447INFORMATION PROCESSING DEVICE AND INFORMATION PROCESSING METHODJuly 2020January 2024Allow4240NoNo
16850987GRAPHICAL USER INTERFACE FOR UPRIGHT AND INVERTED MICROSCOPEApril 2020March 2024Abandon4710NoNo
15415004WEB PAGE DESIGN SNAPSHOT GENERATORJanuary 2017March 2019Allow2610NoNo
15195442HYBRID APPROACH FOR SHORT FORM DETECTION AND EXPANSION TO LONG FORMSJune 2016May 2018Allow2320YesNo
14797676METHODS FOR RECORDING USER INTERACTIONS WITH A WEBSITEJuly 2015August 2019Allow4940NoNo
14101602DISPLAY APPARATUS, CONTROL METHOD THEREFOR, AND STORAGE MEDIUMDecember 2013January 2019Allow6040NoNo
14027289Automatically Rendering Web or Hybrid Applications NativelySeptember 2013June 2016Allow3320YesNo
13945809MOBILE TERMINAL AND METHOD OF CONTROLLING THE MOBILE TERMINALJuly 2013March 2016Allow3210NoNo
13904319METHODS AND SYSTEMS FOR CREATING TASKS OF DIGITIZING ELECTRONIC DOCUMENTMay 2013February 2017Allow4440NoNo
13889401GENERATION OF TEST DATA USING TEXT ANALYTICSMay 2013December 2015Allow3120YesNo
13789672Form Filling Based on Classification and Identification of Multimedia DataMarch 2013July 2015Allow2810NoNo
13780025DATA EDITING FOR IMPROVING READABILITY OF A DISPLAYFebruary 2013October 2015Allow3110NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner MILLS, FRANK D.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
1
Examiner Affirmed
0
(0.0%)
Examiner Reversed
1
(100.0%)
Reversal Percentile
92.9%
Higher than average

What This Means

With a 100.0% reversal rate, the PTAB has reversed the examiner's rejections more often than affirming them. This reversal rate is in the top 25% across the USPTO, indicating that appeals are more successful here than in most other areas.

Strategic Value of Filing an Appeal

Total Appeal Filings
7
Allowed After Appeal Filing
2
(28.6%)
Not Allowed After Appeal Filing
5
(71.4%)
Filing Benefit Percentile
42.1%
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, 28.6% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.

Strategic Recommendations

Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

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

Examiner MILLS, FRANK D - Prosecution Strategy Guide

Executive Summary

Examiner MILLS, FRANK D works in Art Unit 2194 and has examined 114 patent applications in our dataset. With an allowance rate of 91.2%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 40 months.

Allowance Patterns

Examiner MILLS, FRANK D's allowance rate of 91.2% places them in the 76% percentile among all USPTO examiners. This examiner is more likely to allow applications than most examiners at the USPTO.

Office Action Patterns

On average, applications examined by MILLS, FRANK D receive 2.14 office actions before reaching final disposition. This places the examiner in the 58% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by MILLS, FRANK D is 40 months. This places the examiner in the 24% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.

Interview Effectiveness

Conducting an examiner interview provides a +15.6% benefit to allowance rate for applications examined by MILLS, FRANK D. This interview benefit is in the 55% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 35.3% of applications are subsequently allowed. This success rate is in the 79% percentile among all examiners. Strategic Insight: RCEs are highly effective with this examiner compared to others. If you receive a final rejection, filing an RCE with substantive amendments or arguments has a strong likelihood of success.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 39.5% of cases where such amendments are filed. This entry rate is in the 60% percentile among all examiners. Strategic Recommendation: This examiner shows above-average receptiveness to after-final amendments. If your amendments clearly overcome the rejections and do not raise new issues, consider filing after-final amendments before resorting to an RCE.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 50.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 43% percentile among all examiners. Note: Pre-appeal conferences show below-average success with this examiner. Consider whether your arguments are strong enough to warrant a PAC request.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 85.7% of appeals filed. This is in the 79% percentile among all examiners. Of these withdrawals, 83.3% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner frequently reconsiders rejections during the appeal process compared to other examiners. Per MPEP § 1207.01, all appeals must go through a mandatory appeal conference. Filing a Notice of Appeal may prompt favorable reconsideration even before you file an Appeal Brief.

Petition Practice

When applicants file petitions regarding this examiner's actions, 41.2% are granted (fully or in part). This grant rate is in the 32% 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 6.1% of allowed cases (in the 88% percentile). Per MPEP § 1302.04, examiner's amendments are used to place applications in condition for allowance when only minor changes are needed. This examiner frequently uses this tool compared to other examiners, indicating a cooperative approach to getting applications allowed. Strategic Insight: If you are close to allowance but minor claim amendments are needed, this examiner may be willing to make an examiner's amendment rather than requiring another round of prosecution.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 15% 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:

  • RCEs are effective: This examiner has a high allowance rate after RCE compared to others. If you receive a final rejection and have substantive amendments or arguments, an RCE is likely to be successful.
  • Appeal filing as negotiation tool: This examiner frequently reconsiders rejections during the appeal process. Filing a Notice of Appeal may prompt favorable reconsideration during the mandatory appeal conference.
  • Plan for extended prosecution: Applications take longer than average with this examiner. Factor this into your continuation strategy and client communications.
  • Examiner cooperation: This examiner frequently makes examiner's amendments to place applications in condition for allowance. If you are close to allowance, the examiner may help finalize the claims.

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.