USPTO Examiner JAKOVAC RYAN J - Art Unit 2445

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18747326SELECTIVE ACCESS TO INFORMATION DURING VALIDATION OPERATIONSJune 2024November 2025Allow1700NoNo
18419292CAMPAIGN INTELLIGENCE AND VISUALIZATION FOR COMBATING CYBERATTACKSJanuary 2024February 2026Allow2520YesNo
18385820REGION-BASED NETWORK ADDRESS TRANSLATIONOctober 2023July 2025Allow2130NoNo
18496333EXPLORING ASSOCIATION RULES TO AID IN THE TRACKABILITY OF ROOT CAUSES OF ABNORMAL EVENTS AND IN THE GENERATION OF MORE PRECISE AND CONCISE EXPLANATIONS FOR ANOMALY DETECTION TECHNIQUESOctober 2023February 2026Allow2710YesNo
18369718ALERT MONITORING OF DATA BASED ON RECOMMENDED ATTRIBUTE VALUESSeptember 2023December 2025Allow2710NoNo
18467369SYSTEM FOR EVENT-DRIVEN REDIRECTION OF INTERNET PROTOCOL SERVICE FLOWSSeptember 2023August 2024Allow1100YesNo
18459933System and Method for Improving Device Security based on Optical Absorption Spectroscopy and Artificial IntelligenceSeptember 2023July 2025Allow2300NoNo
18453960TRACKING COMPUTER DEVICES IN EXTENDED DETECTION AND RESPONSE SYSTEMSAugust 2023December 2025Allow2811NoNo
18231406SYSTEM AND METHOD FOR LIGHTWEIGHT IOT BOTNET DETECTION BASED ON FLOW POINT CLUSTERINGAugust 2023January 2026Abandon2920NoNo
18365521EFFICIENT ENTROPY-GUIDED BYZANTINE ATTACKER IDENTIFICATION IN FEDERATED LEARNINGAugust 2023May 2025Allow2210NoNo
18344655PACKET TRANSMISSION METHOD, COMMUNICATION APPARATUS, AND COMMUNICATION SYSTEMJune 2023October 2024Allow1520NoNo
18341071Proactively Detecting and Remediating Anomalous Devices Using Supervised Machine Learning Model and Automated Counterfactual GeneratorJune 2023April 2025Allow2200NoNo
18211941THRESHOLD VALUE CALCULATION DEVICE, ANOMALY DETECTION DEVICE, THRESHOLD VALUE CALCULATION METHOD, AND ANOMALY DETECTION METHODJune 2023April 2025Allow2100YesNo
18209363METHODS, APPARATUS AND SYSTEMS FOR CLOUD NATIVE APPLICATION MULTI-FACTOR LOAD BALANCINGJune 2023February 2025Allow2010NoNo
18143450SYSTEM AND METHOD FOR OPERATING SYSTEM MEMORY FORENSICSMay 2023September 2025Allow2810NoNo
18142096Executing Real-Time Message Monitoring to Identify Potentially Malicious Messages and Generate Instream AlertsMay 2023August 2025Allow2830YesNo
18137754LOAD DISTRIBUTION ACROSS SUPERCLUSTERSApril 2023June 2024Allow1410NoNo
18136922Keystroke Log Monitoring SystemsApril 2023January 2026Allow3320YesNo
18133594System and Method for Fraud IdentificationApril 2023September 2025Allow2910YesNo
18130966MACHINE LEARNING BASED NETWORK ANOMALY DETECTION SYSTEMApril 2023September 2025Abandon3010NoNo
18124321DEVICE CONTROL MESSAGING GROUPMarch 2023September 2025Allow3030YesNo
18004474FIRMWARE DATA VERIFICATION DEVICE AND METHOD, AND FIRMWARE UPDATING DEVICE, METHOD AND SYSTEMJanuary 2023March 2026Abandon3820NoNo
18092336SYSTEMS, METHODS, AND STORAGE MEDIA FOR ORCHESTRATING A DISTRIBUTED GLOBAL COMPUTING CLUSTER MODEL AND INTERFACEJanuary 2023August 2024Abandon1930YesNo
18065280DYNAMICALLY ALLOCATING NETWORK RESOURCES ACCORDING TO WORKLOAD PRIORITIZATION BASED ON ENGAGEMENT AND RESOURCE REQUIREMENTSDecember 2022December 2023Allow1210YesNo
18064909INTELLIGENT CLOUD-EDGE RESOURCE MANAGEMENTDecember 2022December 2025Allow3620NoNo
18057790USING AN EMBEDDED CONTROLLER (EC) INTEGRATED INTO A HETEROGENEOUS COMPUTING PLATFORM AS A TRUSTED PLATFORM MODULE (TPM)November 2022May 2025Allow2910YesNo
17989268DATA PROCESSING METHOD AND APPARATUS BASED ON INSTANT MESSAGING, DEVICE, AND STORAGE MEDIUMNovember 2022December 2024Allow2511YesNo
17987685LOCATION AND OWNERSHIP-CHANGE BASED AUTOMATIC PROFILE CONFIGURATION FOR COMMUNICATION DEVICENovember 2022September 2025Abandon3430NoNo
17985362INFORMATION PROCESSING APPARATUS, METHOD OF CONTROLLING INFORMATION PROCESSING APPARATUS, AND STORAGE MEDIUMNovember 2022August 2025Allow3330NoNo
18054775SECURE DATA DELIVERY SYSTEM USING AN AUTONOMOUS VEHICLENovember 2022June 2025Allow3110NoNo
17978704RECORD REGISTRATION SYSTEM AND METHODNovember 2022March 2025Allow2910NoNo
17977291MULTI-TENANCY IN DATABASE-AS-A-SERVICEOctober 2022January 2026Allow3920YesNo
17970749ANONYMIZATION SYSTEM AND METHODOctober 2022March 2025Abandon2910NoNo
17919311TRAFFIC FLUCTUATION PREDICTION DEVICE, METHOD AND PROGRAMOctober 2022November 2023Allow1310NoNo
18046547METHOD FOR PROTECTING A MACHINE LEARNING MODEL FROM A SIDE CHANNEL ATTACKOctober 2022June 2025Allow3220NoYes
17962437Methods, Systems and Computer Program Products for Dynamic Provisioning of Processing Functionality for Cloud Based Software Application ExecutionOctober 2022July 2025Allow3320NoNo
17936629ANONYMOUS AUTHENTICATION SYSTEM AND METHODS FOR OBSCURING AUTHENTICATION INFORMATION IN NETWORKED COMPUTING SYSTEMSSeptember 2022December 2024Allow2601NoNo
17956020METHOD AND APPARATUS FOR ADJUSTING STREAMING MEDIA CONTENT BASED ON CONTEXTSeptember 2022January 2026Abandon3940YesNo
17956085USING SNAPSHOTS FOR ANOMALY DETECTIONSeptember 2022February 2025Allow2950YesNo
17954167COMMUNICATION SYSTEM, METHOD, AND APPARATUSSeptember 2022November 2024Allow2610NoNo
17954274Server Selection for Reducing Latency with a Service InstanceSeptember 2022January 2025Allow2830YesNo
17948875GROUP USER MIGRATION METHOD, APPARATUS AND DEVICE, AND STORAGE MEDIUMSeptember 2022February 2024Allow1720YesNo
17942708CORRELATING PROTOCOL DATA UNITS TRANSITING NETWORKS WITH DIFFERING ADDRESSING SCHEMESSeptember 2022August 2023Allow1120YesNo
17942227SYSTEM AND METHODS FOR SECURE INTERACTIONS USING PERSONAL NON - FUNGIBLE TOKENSSeptember 2022July 2024Allow2200NoNo
17902304DATA COLLECTION APPARATUS, DATA COLLECTION SYSYTEM, AND DATA COLLECTION METHODSeptember 2022December 2023Abandon1520YesNo
17900082Multi-Computer System for Maintaining Application Programming Interface Stability with Shared Computing InfrastructureAugust 2022July 2025Allow3430YesNo
17896275REGION-BASED NETWORK ADDRESS TRANSLATIONAugust 2022June 2023Allow1010NoNo
17822477SYSTEMS, DEVICES, AND METHODS FOR GENERATING CYBERSECURITY THREAT INTELLIGENCEAugust 2022March 2026Abandon4240NoNo
17904559Notification Processing System, Method, and Electronic DeviceAugust 2022February 2025Allow3050YesNo
17799729MANAGEMENT DEVICE, MANAGEMENT METHOD, AND MANAGEMENT PROGRAMAugust 2022April 2024Allow2010NoNo
17884122CORRELATING PROTOCOL DATA UNITS TRANSITING NETWORKS WITH DIFFERING ADDRESSING SCHEMESAugust 2022February 2024Allow1820NoNo
17817390MESSAGE REMINDING METHOD AND ELECTRONIC DEVICEAugust 2022December 2023Abandon1610NoNo
17881068ELECTRONIC DEVICE AND ENCRYPTION METHOD FOR ELECTRONIC DEVICEAugust 2022November 2025Allow3930NoNo
17880793Script Classification on Computing PlatformAugust 2022November 2024Allow2720YesNo
17874313DYNAMIC NETWORK RESOURCE ALLOCATION METHOD BASED ON NETWORK SLICINGJuly 2022February 2023Allow700NoNo
17815238STATE-SHARING PLUG-IN IN A COMPUTING WORKSPACE ENVIRONMENTJuly 2022June 2023Allow1110NoNo
17815147SOFTWARE DEFINED NETWORK ORCHESTRATION TO MANAGE MEDIA FLOWS FOR BROADCAST WITH PUBLIC CLOUD NETWORKSJuly 2022February 2025Allow3040YesNo
17872958ANALYTICS IN VIDEO/AUDIO CONTENT DISTRIBUTION NETWORKSJuly 2022May 2024Abandon2230NoNo
17814406FIFTH GENERATION (5G) AUTHENTICATION AND KEY AGREEMENT USER EQUIPMENT AUTHENTICATIONJuly 2022August 2024Allow2510YesNo
17870291Virtual Private Network ManagerJuly 2022August 2024Allow2540YesNo
17869437DETECTING ANOMALOUS NETWORK ACTIVITYJuly 2022August 2023Allow1310YesNo
17788523Physical Unclonable Function Device and Operation Method Thereof, and Electronic DeviceJune 2022November 2024Allow2910NoNo
17837674PROCESSOR WITH BLOCK CIPHER ALGORITHM, AND A DATA ENCRYPTION AND DECRYPTION METHOD OPERATED BY THE PROCESSORJune 2022August 2024Allow2610NoNo
17832259System and Method for Secure Transcription GenerationJune 2022October 2024Allow2910NoNo
17827539PACKET TRANSMISSION METHOD, COMMUNICATION APPARATUS, AND COMMUNICATION SYSTEMMay 2022March 2023Allow1000YesNo
17804340SYSTEM AND RELATED METHODS PROVIDING CHANNEL SWITCHING BETWEEN APPLIANCESMay 2022February 2023Allow910NoNo
17662152EXISTENCE MANAGEMENT, INCLUDING METAVERSE EXISTENCE MANAGEMENTMay 2022December 2023Abandon1920YesNo
17662166MULTI-AGENT SIMULATION SYSTEM AND METHODMay 2022May 2023Allow1310NoNo
17755137EXPLORATION DATA FOR NETWORK OPTIMIZATIONApril 2022April 2024Allow2430YesNo
17724043METHOD AND ELECTRONIC DEVICE FOR SAVING POWER APPLIED TO A ROUTERApril 2022June 2023Allow1410NoNo
17710823TECHNIQUES FOR PREVENTING CONCURRENT EXECUTION OF DECLARATIVE INFRASTRUCTURE PROVISIONERSMarch 2022February 2023Allow1010NoNo
17698745Method of Loading Clickstream Data into a Web Analytics PlatformMarch 2022April 2023Allow1310NoNo
17589312CHAT BOT ASYNCHRONOUS AGENT ESCALATIONJanuary 2022July 2024Allow2930YesNo
17585164EXECUTING REAL-TIME MESSAGE MONITORING TO IDENTIFY POTENTIALLY MALICIOUS MESSAGES AND GENERATE INSTREAM ALERTSJanuary 2022February 2023Allow1210YesNo
17581984PERSISTING AN HTTP CONNECTION BETWEEN APPLICATION COMPONENTSJanuary 2022August 2023Allow1920YesNo
17569843MESSAGING SELECTION SYSTEMS IN NETWORKED ENVIRONMENTSJanuary 2022January 2024Allow2420YesNo
17561436MESSAGING PLATFORM COMMUNICATION PROCESSING USING MESSAGE CLUSTER DETECTION AND CATEGORIZATIONDecember 2021September 2024Allow3350YesNo
17558122SYSTEM AND METHOD FOR NETWORK MIGRATION WITH MINIMAL TRAFFIC IMPACTDecember 2021November 2022Allow1110NoNo
17556540SYNCHRONIZING COMMUNICATION CHANNEL STATE INFORMATION FOR HIGH FLOW AVAILABILITYDecember 2021December 2023Allow2430YesNo
17546399ACTIVITY-BASED MESSAGE MANAGEMENTDecember 2021October 2022Allow1000NoNo
17457056METHOD AND SYSTEM FOR PERSISTING SESSION DATADecember 2021September 2024Allow3350YesNo
17529298INTERNET OF THINGS SYSTEM AND BACKUP CHANNEL UTILIZATION METHOD THEREOFNovember 2021January 2023Allow1410NoNo
17595448NETWORK NODE AND METHOD PERFORMED THEREIN FOR PROVIDING AN APPLICATION IN A COMMUNICATION NETWORKNovember 2021February 2025Allow3950NoNo
17454231METHOD FOR VALIDATING AN EXTERNAL SOFTWARE MODULE FOR ITS USE BY A SYSTEM-ON-A-CHIPNovember 2021September 2024Allow3510NoNo
17515572METHOD AND SYSTEM TO HANDLE FILES IN ANTIVIRUS ACTIONSNovember 2021March 2026Abandon5350YesNo
17486146MECHANISMS FOR SECURE USER INPUTSeptember 2021February 2026Abandon5340NoNo
17482407METHODS, APPARATUS AND SYSTEMS FOR CLOUD NATIVE APPLICATION MULTI-FACTOR LOAD BALANCINGSeptember 2021March 2023Allow1820YesNo
17401711SYSTEMS AND METHODS FOR A PROACTIVE TWO-WAY CONVERSATIONAugust 2021April 2023Allow2010NoNo
17397654RECEIVING A DATA OBJECT AT A DEVICEAugust 2021May 2023Allow2110YesNo
17388660INCREMENTAL STREAM SWITCHING IN DISTRIBUTED SYSTEMSJuly 2021July 2023Allow2430YesNo
17382388System, Device, and Method of Generating and Utilizing One-Time PasswordsJuly 2021January 2023Allow1810NoNo
17327495METHOD AND COMPUTING DEVICE FOR CONVERTING DATA RECEIVED VIA MULTIPLE PROTOCOLS AND OUTPUTTING THE CONVERTED DATA VIA OTHER PROTOCOLSMay 2021December 2023Abandon3040NoNo
17308849MESSAGE MODIFICATION BASED ON MESSAGE FORMATMay 2021September 2022Allow1610NoNo
17243257Interface, Method and Computer Program Product for Controlling the Transfer of Electronic MessagesApril 2021January 2023Allow2120NoNo
17239311INTEGRATING EXTERNAL CONTACTS IN A COMMUNICATION PLATFORMApril 2021April 2023Allow2450YesNo
17284604CONFIGURING QUALITY OF SERVICEApril 2021January 2026Abandon5750YesYes
17215709DATA TRANSMISSION METHOD AND RELATED APPARATUSMarch 2021July 2022Allow1510NoNo
17196571SCALABLE COLLABORATIVE EDITINGMarch 2021April 2022Allow1420YesNo
17192933INTELLIGENT MANAGEMENT OF HERO CARDS THAT DISPLAY CONTEXTUAL INFORMATION AND ACTIONS FOR BACKEND SYSTEMSMarch 2021October 2022Allow2020YesNo
17188959GRAPHICAL USER INTERFACES WITH INDICATIONS THAT ELECTRONIC MESSAGES HAVE BEEN ACTED UPONMarch 2021September 2022Allow1840NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner JAKOVAC, RYAN J.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
57
Examiner Affirmed
45
(78.9%)
Examiner Reversed
12
(21.1%)
Reversal Percentile
34.3%
Lower than average

What This Means

With a 21.1% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
123
Allowed After Appeal Filing
28
(22.8%)
Not Allowed After Appeal Filing
95
(77.2%)
Filing Benefit Percentile
30.6%
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, 22.8% 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 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 JAKOVAC, RYAN J - Prosecution Strategy Guide

Executive Summary

Examiner JAKOVAC, RYAN J works in Art Unit 2445 and has examined 557 patent applications in our dataset. With an allowance rate of 62.8%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 41 months.

Allowance Patterns

Examiner JAKOVAC, RYAN J's allowance rate of 62.8% places them in the 23% percentile among all USPTO examiners. This examiner is less likely to allow applications than most examiners at the USPTO.

Office Action Patterns

On average, applications examined by JAKOVAC, RYAN J receive 3.38 office actions before reaching final disposition. This places the examiner in the 93% percentile for office actions issued. This examiner issues more office actions than most examiners, which may indicate thorough examination or difficulty in reaching agreement with applicants.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by JAKOVAC, RYAN J is 41 months. This places the examiner in the 21% 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 +21.6% benefit to allowance rate for applications examined by JAKOVAC, RYAN J. This interview benefit is in the 66% 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, 17.1% of applications are subsequently allowed. This success rate is in the 15% percentile among all examiners. Strategic Insight: RCEs show lower effectiveness with this examiner compared to others. Consider whether a continuation application might be more strategic, especially if you need to add new matter or significantly broaden claims.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 15.3% of cases where such amendments are filed. This entry rate is in the 16% 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, 41.4% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 39% 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 52.1% of appeals filed. This is in the 23% percentile among all examiners. Of these withdrawals, 32.3% 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, 58.0% are granted (fully or in part). This grant rate is in the 61% percentile among all examiners. Strategic Note: Petitions show above-average success regarding this examiner's actions. Petitionable matters include restriction requirements (MPEP § 1002.02(c)(2)) and various procedural issues.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 3.1% of allowed cases (in the 80% 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 18% 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:

  • Prepare for rigorous examination: With a below-average allowance rate, ensure your application has strong written description and enablement support. Consider filing a continuation if you need to add new matter.
  • Expect multiple rounds of prosecution: This examiner issues more office actions than average. Address potential issues proactively in your initial response and consider requesting an interview early in prosecution.
  • 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.
  • 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.