USPTO Examiner RAZA MUHAMMAD A - Art Unit 2449

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19267469Proxy-based Secure Model Context Protocol Server Access for Artificial Intelligence AgentsJuly 2025October 2025Allow300YesNo
19073463METHOD, APPARATUS, DEVICE AND MEDIUM FOR IP QUALITY DATA PROCESSING IN CDNMarch 2025November 2025Allow800YesNo
18897499MANAGING ACCESS TO PRIVATE NETWORK RESOURCES FROM EXTERNAL DEVICES VIA A RELAY COMPUTING ELEMENTSeptember 2024February 2026Allow1600YesNo
18825207DATA TRANSFER DEVICE AND METHODSeptember 2024January 2026Allow1600YesNo
18771762UNIVERSAL NETWORK LANGUAGE MODEL WITH API INTERFACE FOR CROSS-PLATFORM SUPPORT AND LOG SUMMARIZATIONJuly 2024November 2025Allow1600YesNo
18758042LINK-LEVEL NETWORK VIRTUALIZATION ARCHITECTURE FOR LARGE-SCALE NETWORK FUNCTION VIRTUALIZATION APPLICATIONSJune 2024September 2025Allow1500YesNo
18593628Automated Data Backfilling For Network Data ProcessingMarch 2024September 2025Allow1800YesNo
18523534COALESCING PUBLIC INTERNET PACKETS INTO JUMBO FRAMES BETWEEN SD-WAN PROVIDER NETWORK SERVICESNovember 2023January 2026Allow2501YesNo
18507445Systems and methods for dynamic distributed name resolutionNovember 2023September 2025Allow2200YesNo
18497571Heterogeneous Graph Clustering Using a Pointwise Mutual Information CriterionOctober 2023October 2025Allow2320YesNo
18486496NETWORK LINK ESTABLISHMENT IN A MULTI-CLOUD INFRASTRUCTUREOctober 2023December 2025Allow2610YesNo
18369074ON-DEMAND UNIKERNEL FOR APPLICATION PROTECTIONSeptember 2023July 2025Allow2220YesNo
18243435PARSING LOGICAL NETWORK DEFINITION FOR DIFFERENT SITESSeptember 2023April 2025Allow2020YesNo
18218730FRONT-END OPTIMIZATION IN A CONTENT DELIVERY NETWORK (CDN)July 2023June 2024Allow1200YesNo
18218715UNIFORMITY OF INSTRUCTIONS FOR CONTENT REQUESTS AND RESPONSES IN A CONTENT DELIVERY NETWORKJuly 2023March 2024Allow900YesNo
18298838APPLICATION-CENTRIC WEB PROTOCOL-BASED DATA STORAGEApril 2023November 2025Allow3121YesNo
18194434Automated Data Backfilling For Network Data ProcessingMarch 2023December 2023Allow901YesNo
18124571CAPACITY PLANNING AND RECOMMENDATION SYSTEMMarch 2023March 2024Abandon1210NoNo
18115820PRE-FETCH ENGINE WITH SECURITY ACCESS CONTROLS FOR MESH DATA NETWORKMarch 2023July 2023Allow500YesNo
18174946CLOUD-BASED, GEOSPATIALLY-ENABLED DATA RECORDING, NOTIFICATION, AND RENDERING SYSTEM AND METHODFebruary 2023July 2025Allow2921YesNo
18017250INTERACTION METHOD AND APPARATUS, AND ELECTRONIC DEVICEJanuary 2023August 2025Allow3121YesNo
18150591METHOD AND APPARATUS FOR SENDING DOMAIN NAME SYSTEM REQUESTJanuary 2023February 2025Abandon2621YesNo
18088279METHOD FOR DETECTING ANOMALIES IN COMMUNICATIONS, AND CORRESPONDING DEVICE AND COMPUTER PROGRAM PRODUCTDecember 2022September 2023Allow800YesNo
18078231COLLABORATIVE RELATIONAL MANAGEMENT OF NETWORK AND CLOUD-BASED RESOURCESDecember 2022November 2025Allow3640YesNo
18055652LOAD BALANCING DEVICE CONNECTIONSNovember 2022December 2023Allow1301YesNo
17983312NETWORK PATH RECOMMENDATIONS FOR SERVICES EXECUTING ON CLOUD PLATFORMSNovember 2022July 2023Allow1600YesNo
17963696Automated Videoconference Systems, Controllers And MethodsOctober 2022November 2023Allow1320YesNo
17959421PROXY-SERVICE MESSAGE TRANSLATION AND SECURITYOctober 2022December 2023Abandon1510NoNo
17958115SERVICE ASSURANCE IN 5G NETWORKS USING KEY PERFORMANCE INDICATOR NAVIGATION TOOLSeptember 2022January 2026Allow3901YesNo
17951646FRONT-END OPTIMIZATION IN A CONTENT DELIVERY NETWORK (CDN)September 2022May 2023Allow810YesNo
17914137ESTABLISHMENT OF A TELECOMMUNICATIONS SERVICESeptember 2022March 2024Abandon1820NoNo
17951817UNIFORMITY OF INSTRUCTIONS FOR CONTENT REQUESTS AND RESPONSES IN A CONTENT DELIVERY NETWORKSeptember 2022May 2023Allow810YesNo
17946882Information Technology Ecosystem Environment for Performing an Information Technology Environment Sustainability OperationSeptember 2022January 2026Abandon6060YesNo
17944226AUTOMATING SECURED DEPLOYMENT OF CONTAINERIZED WORKLOADS ON EDGE DEVICESSeptember 2022October 2025Allow3721YesNo
17944822SYSTEM AND METHOD OF SOFTWARE DEFINED NETWORK ENABLED SLICING AS A SERVICE UTILIZING ARTIFICIAL INTELLIGENCESeptember 2022May 2024Allow2011YesNo
17930816PREDICTIVE DYNAMIC CACHING IN EDGE DEVICES WHEN CONNECTIVITY MAY BE POTENTIALLY LOSTSeptember 2022December 2023Allow1510YesNo
17907861NETWORK MANAGEMENT APPARATUS, NETWORK MANAGEMENT METHOD AND NETWORK MANAGEMENT SYSTEMAugust 2022April 2025Abandon3120YesNo
17888189SYSTEMS AND METHODS TO DETERMINE THE LOSS OF ABILITY TO NOTIFY CUSTOMER THROUGH MOBILE APP AND PROMPT RE-DOWNLOADAugust 2022April 2025Allow3220YesNo
17799428Heterogeneous Graph Clustering Using a Pointwise Mutual Information CriterionAugust 2022July 2023Allow1110YesNo
17796882DISCOVERY OF SERVICE INSTANCEAugust 2022December 2023Abandon1611NoNo
17796479METHOD, PROGRAM, MEDIUM, AND DEVICE FOR INTERCONNECTING PRIMARY NETWORK DOMAIN WITH SECONDARY NETWORK DOMAIN THROUGH GATEWAY DEVICEJuly 2022September 2024Abandon2620YesNo
17796485IN-VEHICLE DEVICE, MANAGEMENT DEVICE, DETERIORATION DETERMINATION METHOD, CHANGE FACTOR DISCRIMINATION METHOD, ABNORMALITY FACTOR DISCRIMINATION METHOD, AND STORAGE MEDIUM FOR NETWORK PATH DETERIORATION DETECTION IN VEHICLESJuly 2022November 2025Allow4031YesNo
17872896Slow Network Detection and ResponseJuly 2022December 2022Allow500YesNo
17791957GROUP UPDATING METHOD, MESSAGE SENDING METHOD, AND APPARATUSESJuly 2022April 2024Abandon2121YesNo
17825323SYSTEMS AND METHODS FOR GENERATING A TARGET DATASET HAVING A TARGET DATA FORMAT ON A USER DEVICEMay 2022February 2026Allow4540YesYes
17747562ELASTIC OVERLAY NETWORK GENERATIONMay 2022November 2025Allow4220YesNo
17772027Providing Data Streams to a Consuming ClientApril 2022April 2025Allow3640YesNo
17703851METHOD FOR DIRECTED NETWORK DETECTION, COMPUTER-READABLE STORAGE MEDIUM, AND RELATED DEVICEMarch 2022August 2025Allow4030YesNo
17584088USING A TREE STRUCTURE TO SEGMENT AND DISTRIBUTE RECORDS ACROSS ONE OR MORE DECENTRALIZED, ACYCLIC GRAPHS OF CRYPTOGRAPHIC HASH POINTERSJanuary 2022December 2022Allow1000YesNo
17581265SYSTEMS AND METHODS FOR ELECTRONIC DISTRIBUTION OF MESSAGES OVER COMMUNICATION CHANNELSJanuary 2022August 2025Allow4350YesNo
17568587BROADCAST SIGNAL TRANSMITTING/RECEIVING DEVICE AND METHODJanuary 2022December 2022Allow1100YesNo
17539861METHOD AND SYSTEM FOR TRANSMITTING MULTIPLE DATADecember 2021August 2023Allow2020YesNo
17538212STATE-BASED ANOMALY DETECTION TO ENABLE DIAGNOSTIC DATA COLLECTION FOR SPECIFIC SUBSCRIBERS IN CORE NETWORK NODES OF A TELECOMMUNICATIONS NETWORKNovember 2021June 2025Abandon4320YesNo
17530548DECENTRALIZED DATABASE OPTIMIZATIONSNovember 2021November 2022Allow1200YesNo
17520394SMART WHITELISTING FOR DNS SECURITYNovember 2021June 2024Allow3120YesNo
17397655PROVIDING A NOTIFICATION SYSTEM IN A VIRTUAL PRIVATE NETWORKAugust 2021January 2023Allow1720YesNo
17443670CLOUD-BASED, GEOSPATIALLY-ENABLED DATA RECORDING, NOTIFICATION, AND RENDERING SYSTEM AND METHODJuly 2021October 2022Allow1420YesNo
17362079UNIFORMITY OF INSTRUCTIONS FOR CONTENT REQUESTS AND RESPONSES IN A CONTENT DELIVERY NETWORKJune 2021August 2022Allow1410YesNo
17419240DATA MONITORINGJune 2021November 2023Abandon2901NoNo
17359958METHOD AND SYSTEM FOR PREVENTING CSRF ATTACK ON WEBSITES USING FIRST PRIORITY ACTIVE SESSIONJune 2021October 2023Abandon2820NoNo
17354153FILE EXTRACTION FROM NETWORK DATA TO ARTIFACT STORE FILES AND FILE RECONSTRUCTIONJune 2021May 2022Allow1101YesNo
17341626MANAGING INITIATOR IDENTITIESJune 2021July 2025Allow4950YesNo
17341173APPARATUS HAVING ENGINE USING ARTIFICIAL INTELLIGENCE FOR DETECTING ANOMALIES IN A COMPUTER NETWORKJune 2021April 2022Allow1000YesNo
17331318SYSTEM, METHOD, DEVICE AND COMPUTER PROGRAM PRODUCT FOR CONNECTING USERS TO A PERSISTENT AR ENVIRONMENTMay 2021March 2026Allow5760YesNo
17323860Cyber Security for Instant Messaging Across PlatformsMay 2021December 2025Allow5541YesNo
17302017PREVENTING SCHEDULING OR EXECUTING A RESOURCE ON AN INCONSISTENT HOST NODEApril 2021August 2022Allow1600YesNo
17235546METHOD AND SYSTEM FOR STOPPING MULTI-VECTOR PHISHING ATTACKS USING CLOUD POWERED ENDPOINT AGENTSApril 2021September 2022Allow1700YesNo
17228887SYSTEM FOR ENTERPRISE EVENT ANALYSISApril 2021April 2022Allow1320YesNo
17229386PHISHING DOMAIN DETECTION SYSTEMS AND METHODSApril 2021August 2022Allow1610YesNo
17220553SECURITY THREAT DETECTION BASED ON NETWORK FLOW ANALYSISApril 2021January 2024Allow3330YesYes
17202938BROADCAST SIGNAL TRANSMITTING/RECEIVING DEVICE AND METHODMarch 2021October 2021Allow700YesNo
17200986MODEL TRAINING METHOD, DATA PROCESSING METHOD, ELECTRONIC DEVICE, AND PROGRAM PRODUCTMarch 2021May 2022Allow1410YesNo
17190507CONTAINERIZED NETWORK FUNCTION DEPLOYMENT DURING RUNTIME RESOURCE CREATIONMarch 2021August 2025Allow5321YesNo
17272855LOG OUTPUT DEVICE, LOG OUTPUT METHOD AND LOG OUTPUT SYSTEMMarch 2021April 2022Allow1310YesNo
17185526USER ACTION COLLECTION FOR SENSITIVE CUSTOMER DATAFebruary 2021September 2021Allow700YesNo
17177530DATA VALIDATION FOR ZERO COPY PROTOCOLSFebruary 2021December 2023Abandon3421YesNo
17154724APPLICATION EXECUTION ON A VIRTUAL SERVER BASED ON A KEY ASSIGNED TO A VIRTUAL NETWORK INTERFACEJanuary 2021October 2025Allow5721YesNo
17143009USING A TREE STRUCTURE TO SEGMENT AND DISTRIBUTE RECORDS ACROSS ONE OR MORE DECENTRALIZED, ACYCLIC GRAPHS OF CRYPTOGRAPHIC HASH POINTERSJanuary 2021October 2021Allow900YesNo
17136975DETECTION OF ANOMALIES ASSOCIATED WITH FRAUDULENT ACCESS TO A SERVICE PLATFORMDecember 2020August 2022Allow1900YesNo
17125364METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO BUILD PRIVACY PRESERVING MODELSDecember 2020February 2024Allow3820YesNo
17252516AUTOMATED IOT DEVICE CONFIGURATION USING USER PROFILEDecember 2020August 2022Allow2020YesNo
17121066Automated Videoconference Systems, Controllers And MethodsDecember 2020January 2023Abandon2530NoNo
17098151DECENTRALIZED DATABASE OPTIMIZATIONSNovember 2020August 2021Allow900YesNo
17093625METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKNovember 2020July 2023Abandon3201NoNo
17093619METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKNovember 2020February 2023Abandon2801NoNo
17093611METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKNovember 2020July 2023Allow3221YesNo
17082775MECHANISM FOR HARDWARE CONFIGURATION AND SOFTWARE DEPLOYMENTOctober 2020April 2023Abandon3030YesNo
17075859EVENT MANAGEMENT AND CONTROL DEVICE AND METHOD THEREOFOctober 2020February 2023Abandon2730YesNo
17063230CONSTRAINING RESOURCE ALLOCATION RATE FOR STATEFUL MULTI-TENANT HTTP PROXIES AND DENIAL-OF-SERVICE ATTACK PREVENTIONOctober 2020September 2025Abandon5941YesNo
17039427Persisted Data Cache ServiceSeptember 2020December 2022Allow2720YesNo
17020753MULTI-FACTOR AUTHENTICATION FOR NON-INTERNET APPLICATIONSSeptember 2020September 2022Allow2400YesNo
16985191METHOD AND APPARATUS FOR PERFORMING DYNAMIC STATISTICAL PERIOD ADJUSTMENT REGARDING RATE ADAPTIONAugust 2020August 2021Allow1200YesNo
16962925NETWORK MONITORING SYSTEM AND METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM STORING PROGRAMJuly 2020October 2022Abandon2720NoNo
16898760Automated Estimation of Network Security Policy RiskJune 2020August 2022Allow2640YesNo
16878652SECURITY THREAT DETECTION DURING SERVICE QUERY HANDLINGMay 2020May 2024Allow4840YesNo
16847108Slow Network Detection and ResponseApril 2020May 2022Allow2520YesNo
16812031DEFINING AND IMPLEMENTING AN EPHEMERAL CONFIGURATION STATE FOR A NETWORK DEVICEMarch 2020July 2022Abandon2820YesNo
16806092SYSTEMS AND METHODS FOR GAMIFICATION OF SAAS APPLICATIONSMarch 2020July 2022Allow2820YesNo
16790007METHOD FOR DETECTING ACCESS POINT CHARACTERISTICS USING MACHINE LEARNINGFebruary 2020March 2023Abandon3710NoNo
16737112Optimizing Web Applications Using a Rendering EngineJanuary 2020March 2021Allow1500YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner RAZA, MUHAMMAD A.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
18
Examiner Affirmed
14
(77.8%)
Examiner Reversed
4
(22.2%)
Reversal Percentile
35.4%
Lower than average

What This Means

With a 22.2% 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
55
Allowed After Appeal Filing
10
(18.2%)
Not Allowed After Appeal Filing
45
(81.8%)
Filing Benefit Percentile
22.1%
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, 18.2% 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 RAZA, MUHAMMAD A - Prosecution Strategy Guide

Executive Summary

Examiner RAZA, MUHAMMAD A works in Art Unit 2449 and has examined 293 patent applications in our dataset. With an allowance rate of 61.8%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 37 months.

Allowance Patterns

Examiner RAZA, MUHAMMAD A's allowance rate of 61.8% places them in the 22% 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 RAZA, MUHAMMAD A receive 3.00 office actions before reaching final disposition. This places the examiner in the 87% 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 RAZA, MUHAMMAD A is 37 months. This places the examiner in the 33% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +74.7% benefit to allowance rate for applications examined by RAZA, MUHAMMAD A. This interview benefit is in the 99% 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, 19.5% of applications are subsequently allowed. This success rate is in the 20% 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 6.8% of cases where such amendments are filed. This entry rate is in the 7% 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, 107.1% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 78% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences are highly effective with this examiner compared to others. Before filing a full appeal brief, strongly consider requesting a PAC. The PAC provides an opportunity for the examiner and supervisory personnel to reconsider the rejection before the case proceeds to the PTAB.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 64.7% of appeals filed. This is in the 45% percentile among all examiners. Of these withdrawals, 51.5% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.

Petition Practice

When applicants file petitions regarding this examiner's actions, 60.9% are granted (fully or in part). This grant rate is in the 65% 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 0.0% of allowed cases (in the 15% 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 19% 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.
  • 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.
  • Request pre-appeal conferences: PACs are highly effective with this examiner. Before filing a full appeal brief, request a PAC to potentially resolve issues without full PTAB review.

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.