USPTO Art Unit 2144 Prosecution Statistics

Art Unit Information

Art Unit: 2144
Group: 2140
Tech Center: 2100
Total Cases: 5,560
Last Active: April 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19186967METHOD, APPARATUS AND DEVICE FOR IMPLEMENTING SEARCHApril 2025September 2025Allow510NoNo
18808386SYSTEM AND METHOD TO ENHANCE AUDIO AND VIDEO MEDIA USING GENERATIVE ARTIFICIAL INTELLIGENCEAugust 2024November 2024Allow300YesNo
18783227XR DEVICE-BASED TOOL FOR CROSS-PLATFORM CONTENT CREATION AND DISPLAYJuly 2024August 2025Allow1310NoNo
18766629FEDERATED LEARNING SERVICE IN A PROVIDER NETWORK AND TRAINING MACHINE LEARNING MODELS USING DEVICES EXTERNAL TO THE PROVIDER NETWORKJuly 2024February 2025Allow700YesNo
18757447METHODS AND SYSTEMS FOR GENERATING ALTERNATIVE CONTENT.June 2024March 2025Allow800YesNo
18744393PERSONALIZED RETRIEVAL-AUGMENTED GENERATION SYSTEMJune 2024April 2025Allow1120YesNo
18679035STORING AND QUERYING ALTERNATE SCENARIOS OF DATA IN A DATABASEMay 2024March 2026Allow2110NoNo
18675520System and method for document analysis of a design document having design elementsMay 2024January 2025Allow800YesNo
18662972SCALABLE AND COMPRESSIVE NEURAL NETWORK DATA STORAGE SYSTEMMay 2024October 2025Allow1720NoNo
18653777MISCONDUCT METRICS REPORTING GENERATION AND RENDERING ENGINE APPARATUSES, METHODS, SYSTEMS AND MEDIAMay 2024May 2025Allow1300NoNo
18645883SYNCHRONISING USER ACTIONS TO ACCOUNT FOR DATA DELAYApril 2024February 2026Allow2120NoNo
18644336SERVERLESS DATA LAKE INDEXING SUBSYSTEM AND APPLICATION PROGRAMMING INTERFACEApril 2024November 2025Allow1910YesNo
18631372SYSTEM FOR ENABLING WORKSPACE SHARINGApril 2024February 2025Allow1010NoNo
18623900COMPUTING NETWORK FOR IMPLEMENTING A CONTEXTUAL NAVIGATION AND ACTION USER EXPERIENCE FRAMEWORK AND FLATTENING DEEP INFORMATION HIERARCHIESApril 2024May 2024Allow200YesNo
18614014Identifying Co-Located Devices within a Teleconferencing SessionMarch 2024July 2025Allow1610YesNo
18610490PORTABLE TERMINAL DEVICEMarch 2024July 2025Allow1610YesNo
18609894TRACKING APPROVALS FOR AN ELECTRONIC DOCUMENT MANAGED BY AN ELECTRONIC DOCUMENT PLATFORMMarch 2024April 2025Allow1310YesNo
18608836NATIVE INTEGRATION OF ARBITRARY DATA SOURCESMarch 2024December 2025Allow2110NoNo
18604075GUIDED PERSONAL IDENTITY BASED ACTIONSMarch 2024April 2025Allow1320YesNo
18590472SYSTEM AND METHOD FOR DOMAIN AWARE DOCUMENT CLASSIFICATION AND INFORMATION EXTRACTION FROM CONSUMER DOCUMENTSFebruary 2024November 2024Allow810NoNo
18584899LIVE LOCATION SHARINGFebruary 2024March 2025Allow1210NoNo
18440079TECHNIQUES FOR DISTRIBUTED INTERFACE COMPONENT GENERATIONFebruary 2024April 2025Allow1520YesNo
18436884SYSTEM AND METHOD FOR DYNAMIC PROFILE PHOTOSFebruary 2024April 2025Allow1410NoNo
18435782Selective Presentation of Content Types and Sources in SearchFebruary 2024July 2025Allow1720YesNo
18278850FAST EVALUATION METHOD OF SITE SEISMIC LIQUEFACTION HAZARD BASED ON ARTIFICIAL INTELLIGENCE ALGORITHMFebruary 2024November 2025Allow2710NoNo
18427389CLIENT DEVICE PROCESSING RECEIVED EMOJI-FIRST MESSAGESJanuary 2024January 2026Allow2420NoNo
18424718METHODS AND APPARATUS FOR SELECTING, HIGH LIGHTING AND/OR PROCESSING, TEXT INCLUDED IN A PDF DOCUMENTJanuary 2024September 2024Allow800YesNo
18422478FLEXIBLE ONLINE FORM DISPLAYJanuary 2024October 2024Allow900YesNo
18416342OPTIMIZED CONTENT GENERATION METHOD AND SYSTEMJanuary 2024February 2026Allow2510NoNo
18413933GUEST ACCESS TO A MEDIA PLAYBACK SYSTEMJanuary 2024January 2026Allow2420YesNo
18413623GENERATING A VIRTUAL REALITY LEARNING ENVIRONMENTJanuary 2024January 2025Allow1210NoNo
18414095GENERATING ENCODED TEXT BASED ON SPOKEN UTTERANCES USING MACHINE LEARNING SYSTEMS AND METHODSJanuary 2024November 2024Allow1010NoNo
18412368ELECTRONIC DOCUMENT MANAGEMENT SYSTEM WITH A CONTENT RECOMMENDATION INTERFACEJanuary 2024October 2025Allow2120YesNo
18410957BROWSING HIERARCHICAL DATASETSJanuary 2024September 2025Allow2130YesNo
18390590MEDIA COMSUMPTION HISTORYDecember 2023May 2025Allow1710NoNo
18524399SYSTEMS AND METHODS FOR SYNTHETIC DATA AGGREGATIONSNovember 2023January 2024Allow200NoNo
18525543OBJECT TIME SERIES SYSTEMNovember 2023October 2024Allow1110NoNo
18524816COMPUTERIZED SYSTEM FOR USER-DIRECTED CUSTOMIZATION AND USER INTERFACE TRANSFORMATIONNovember 2023March 2026Abandon2720NoNo
18515454IMAGE BASED PAIRING SYSTEMNovember 2023March 2026Abandon2730NoNo
18513488SURFACING RELEVANT TOPICS IN A GROUP-BASED COMMUNICATION SYSTEMNovember 2023June 2025Allow1920YesNo
18510563MIRRORING A DIGITAL TWIN UNIVERSE THROUGH THE DATA FUSION OF STATIC AND DYNAMIC LOCATION, TIME AND EVENT DATANovember 2023April 2025Allow1710NoNo
18495345TAMPER-PROOF INTERACTION DATAOctober 2023September 2024Allow1100YesNo
18383222METHOD, APPARATUS AND DEVICE FOR IMPLEMENTING SEARCHOctober 2023January 2025Allow1530NoNo
18492230Stage-Specific Pipeline View Using Prediction EngineOctober 2023March 2025Allow1720YesNo
18381213Optimized Sampling Of Resource Content Data For Session Recording Under Communication Constraints By Independently Capturing AgentsOctober 2023September 2024Allow1100YesNo
18486599Digital Jukebox Device with Improved User Interfaces, and Associated MethodsOctober 2023May 2024Allow700YesNo
18485763ELECTRONIC ELECTROCARDIOGRAM CALIPERSOctober 2023May 2024Allow800YesNo
18483229PROMOTION OF USERS IN COLLABORATION SESSIONSOctober 2023June 2024Allow810YesNo
18482565USER INTERFACES FOR SURFACING WEB BROWSER HISTORY DATAOctober 2023October 2025Allow2410YesNo
18481482Automated Field Placement For Uploaded DocumentsOctober 2023June 2024Allow910NoNo
18479278DIGITAL JUKEBOX DEVICE WITH IMPROVED KARAOKE-RELATED USER INTERFACES, AND ASSOCIATED METHODSOctober 2023April 2024Allow700YesNo
18473328Multi-Gesture Media Recording SystemSeptember 2023April 2024Allow700YesNo
18371391HYBRID SEARCH SYSTEM FOR CUSTOMIZABLE MEDIASeptember 2023January 2025Allow1610YesNo
18370661Information Processing System, Information Processing Method, and Recording MediumSeptember 2023March 2026Allow3030YesNo
18370351STOPWATCH AND TIMER USER INTERFACESSeptember 2023June 2024Allow900NoNo
18468104GRAPHICAL USER INTERFACE FOR CONFIGURING CARD CONTROLS FOR A CARDSeptember 2023July 2024Allow1010NoNo
18467637IMAGE BASED SECURE ACCESS TO WEB PAGESeptember 2023May 2025Allow2010YesNo
18466497Systems and methods for automatically scoring a group of design elementsSeptember 2023June 2025Allow2120YesNo
18464639SENTENCE BUILDER SYSTEM AND METHODSeptember 2023May 2024Allow900NoNo
18241645AUTOMATIC FITTING AND/OR PROPOSAL OF PREDICTIVE MODELS TO DATA ENTRIES OF A SPREADSHEET FILE REPRESENTATIVE OF A LARGER DATASETSeptember 2023November 2025Abandon2710NoNo
18460456SYSTEMS AND METHODS FOR AUGMENTING ELECTRONIC CONTENTSeptember 2023July 2024Allow1100YesNo
18460033DIGITAL JUKEBOX DEVICE WITH IMPROVED USER INTERFACES, AND ASSOCIATED METHODSSeptember 2023March 2024Allow700YesNo
18241030Data Center Monitoring and Management Operation Including a Data Tag Management OperationAugust 2023July 2025Allow2320YesNo
18240643MACHINE-LEARNING BASED GENERATION OF DATABASE CONFIGURATIONS FOR DATABASES ASSOCIATED WITH APPLICATIONSAugust 2023March 2025Allow1920YesNo
18458116CASCADED REPLICATIONAugust 2023September 2025Allow2510NoNo
18237704Adaptive Data PlatformsAugust 2023December 2024Allow1620YesNo
18236129SYSTEM AND METHOD FOR GENERATING AND RENDERING A SELF-CONTAINED REPORT DATA STRUCTUREAugust 2023May 2024Allow910NoNo
18235312Systems and Methods for Initiating and Interacting with a Companion-Display Mode for an Electronic Device with a Touch-Sensitive DisplayAugust 2023September 2024Allow1310YesNo
18234613USER INTERFACES FOR AUDIO MEDIA CONTROLAugust 2023October 2024Allow1410YesNo
18448056PLAYBACK OF AUDIO CONTENT ALONG WITH ASSOCIATED NON-STATIC MEDIA CONTENTAugust 2023March 2024Allow800YesNo
18264867FILE CONNECTION METHOD AND APPARATUS, TERMINAL DEVICE, AND STORAGE MEDIUMAugust 2023October 2025Allow2720NoNo
18231104CUSTOMIZING USER INTERFACE CONTROLS AROUND A CURSORAugust 2023March 2024Allow700NoNo
18228597METHODS AND USER INTERFACES FOR SHARING AUDIOJuly 2023September 2025Allow2540YesNo
18357902SECURE AUTHORIZATION VIA MODAL WINDOWJuly 2023June 2024Allow1110NoNo
18354604AGGREGATED APPLICATION DATA STOREJuly 2023July 2024Allow1210NoNo
18353083SYSTEM AND METHOD FOR THE GENERATION AND EDITING OF TEXT CONTENT IN WEBSITE BUILDING SYSTEMSJuly 2023October 2025Allow2710NoNo
18352145TOKENIZATION OF TEXT DATA TO FACILITATE AUTOMATED DISCOVERY OF SPEECH DISFLUENCIESJuly 2023February 2026Allow3120YesNo
18221354Devices, Methods, and Graphical User Interfaces for Touch Input ProcessingJuly 2023August 2024Allow1310NoNo
18349366USER-SPECIFIC GRAPHICAL USER INTERFACE BASED ON A GRAPHICAL USER INTERFACE TEMPLATEJuly 2023February 2024Allow710NoNo
18260768Intelligent Computer Search Engine Removal Of Search ResultsJuly 2023June 2025Allow2320YesNo
18348191CREATING USER INTERFACE USING MACHINE LEARNINGJuly 2023May 2025Allow2310NoNo
18347443CUSTOMER EFFORT EVALUATION IN A CONTACT CENTER SYSTEMJuly 2023September 2025Allow2710NoNo
18346582METHOD AND SYSTEM FOR DETERMINING OPTIMAL PATHWAYS FOR INSTALLING CABLES IN AN INFRASTRUCTUREJuly 2023March 2024Allow900YesNo
18217054Method and Apparatus for Vehicle Damage MappingJune 2023September 2024Allow1510YesNo
18343999Playback Zone ManagementJune 2023March 2024Allow800YesNo
18343775CONTENT CHANGE MONITORINGJune 2023February 2026Abandon3140YesNo
18259407SPATIAL JOIN QUERY METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUMJune 2023April 2025Allow2220NoNo
18338843COMPUTER-READABLE RECORDING MEDIUM STORING DATA MANAGEMENT PROGRAM, DATA MANAGEMENT METHOD, AND DATA MANAGEMENT DEVICEJune 2023February 2025Abandon2010NoNo
18337158SYSTEMS AND METHODS FOR DISPLAYING UNSEEN LABELS IN A CLUSTERING IN-BOX ENVIRONMENTJune 2023March 2024Allow900YesNo
18335496SYSTEM AND METHOD FOR FACILITATING USER INTERACTION WITH A VIRTUAL SPACE THROUGH A GRAPHICAL CHAT INTERFACEJune 2023February 2024Allow800YesNo
18335031SYSTEMS AND METHODS FOR A KNOWLEDGE-BASED FORM CREATION PLATFORMJune 2023June 2025Allow2430YesNo
18208296Computer-Based System For Facilitating The Execution Of Law Enforcement DutiesJune 2023January 2024Allow700YesNo
18207009METHOD, SYSTEM AND COMPUTER PROGRAM PRODUCT FOR NAVIGATING DIGITAL MEDIA CONTENTJune 2023May 2024Allow1100YesNo
18265900DATA STORAGE DEVICE, DATA STORAGE METHOD, AND DATA STORAGE PROGRAMJune 2023April 2025Allow2320YesNo
18205867MULTI-SEGMENT TEXT SEARCH USING MACHINE LEARNING MODEL FOR TEXT SIMILARITYJune 2023October 2024Allow1620NoNo
18329432REAL-TIME IN-CONTEXT SMART SUMMARIZERJune 2023March 2024Allow910NoNo
18328361COMPUTING DEVICE IDENTIFIER RETRIEVALJune 2023April 2024Allow1010NoNo
18204125DETERMINING TEXT VISIBILITY DURING USER SESSIONSMay 2023January 2024Allow810YesNo
18203530INTERACTIVE CANVAS TOOL FOR MULTIMODAL PERSONALIZED CONTENT GENERATIONMay 2023January 2024Allow710YesNo
18324960CLOUD RESOURCES MANAGEMENTMay 2023July 2024Abandon1410NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2144.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
179
Examiner Affirmed
119
(66.5%)
Examiner Reversed
60
(33.5%)
Reversal Percentile
56.4%
Higher than average

What This Means

With a 33.5% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
455
Allowed After Appeal Filing
145
(31.9%)
Not Allowed After Appeal Filing
310
(68.1%)
Filing Benefit Percentile
48.6%
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, 31.9% 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.

Art Unit 2144 - Prosecution Statistics Summary

Executive Summary

Art Unit 2144 is part of Group 2140 in Technology Center 2100. This art unit has examined 5,560 patent applications in our dataset, with an overall allowance rate of 70.0%. Applications typically reach final disposition in approximately 35 months.

Comparative Analysis

Art Unit 2144's allowance rate of 70.0% places it in the 32% percentile among all USPTO art units. This art unit has a below-average allowance rate compared to other art units.

Prosecution Patterns

Applications in Art Unit 2144 receive an average of 2.43 office actions before reaching final disposition (in the 85% percentile). The median prosecution time is 35 months (in the 30% percentile).

Strategic Considerations

When prosecuting applications in this art unit, consider the following:

  • The art unit's allowance rate suggests a more challenging examination environment compared to the USPTO average.
  • With more office actions than average, plan for multiple rounds of prosecution.
  • The median prosecution time is longer than average and should be factored into your continuation and client communication strategies.
  • Review individual examiner statistics within this art unit to identify examiners with particularly favorable or challenging prosecution patterns.

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.