USPTO Art Unit 3694 Prosecution Statistics

Art Unit Information

Art Unit: 3694
Group: 3690
Tech Center: 3600
Total Cases: 7,619
Last Active: November 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19399992MOBILE CHECK DEPOSITNovember 2025March 2026Allow300NoNo
19221740MOBILE CHECK DEPOSITMay 2025August 2025Allow300NoNo
19221633MOBILE CHECK DEPOSITMay 2025August 2025Allow300NoNo
19217640MACHINE-LEARNING MODELS FOR IMAGE PROCESSINGMay 2025February 2026Allow910YesNo
19188433DETECTING AND REMEDIATING ANOMALIES IN INSTITUTIONAL FINANCIAL INSTRUMENTS USING IMAGE PROCESSINGApril 2025August 2025Allow410YesNo
19072959Enhanced Systems and Methods for Multi-Platform Advertising Using Holographic Displays, Biometric Integration, Quantum Technologies, and Device SynchronizationMarch 2025March 2026Allow1320YesNo
19066896Agentic Artificial Intelligence SystemFebruary 2025May 2025Allow310YesNo
19061788CROSS-PLATFORM SYSTEM FOR SECURE DIGITAL TRANSACTIONS USING INTEGRATED PASSKEYS, USER DATA TOKENS AND CRYPTOGRAPHIC BINDINGFebruary 2025November 2025Allow820YesYes
19056089SYSTEMS AND METHODS FOR AN ELECTRONIC AUCTIONFebruary 2025July 2025Allow510YesNo
19051264Artificial Intelligence Systems and Methods for Efficient Use of AssetsFebruary 2025January 2026Allow1121YesNo
19047339AUTONOMOUS JOURNALISM WITH ARTIFICIAL INTELLIGENCE AND SENSORY DATA PROCESSINGFebruary 2025September 2025Allow820YesNo
19019764INTERFACE FOR LANDFALL LOCATION OPTIONSJanuary 2025March 2026Allow1400YesNo
18989503CONTINUOUSLY MONITORING AND UPDATING MORTGAGE READY DATADecember 2024February 2026Allow1400NoNo
18966097SYSTEM AND METHOD FOR MOBILE CHECK DEPOSIT ENABLING AUTO-CAPTURE FUNCTIONALITY VIA VIDEO FRAME PROCESSINGDecember 2024July 2025Allow710NoNo
18957529SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING EMAIL AND ASSOCIATED EMAIL STRATEGIESNovember 2024May 2025Allow510NoNo
18933772METHOD AND SYSTEM FOR PREDICTING USER INTENTIONS WITHIN A DIGITAL BANKING APPLICATIONOctober 2024January 2026Allow1400NoNo
18926609SYSTEMS AND METHODS FOR AN ELECTRONIC AUCTIONOctober 2024December 2024Allow200NoNo
18911934ESTABLISHING A CONTINGENT ACTION TOKENOctober 2024October 2025Allow1200YesNo
18851905METHOD FOR OPTIMIZED DECISION RECOMMENDATION FOR OPERATIONS IN ASSET RECOVERYSeptember 2024March 2026Allow1710NoNo
18899298SYSTEMS AND METHODS FOR PROVIDING IN-FLIGHT COMMUNICATION SESSIONSSeptember 2024October 2025Allow1300NoNo
18895153Systems and Methods for Asset AnalysisSeptember 2024January 2026Abandon1610NoNo
18893899System, Method, and Non-Transitory Computer-Readable Medium for Cryptocurrency MiningSeptember 2024October 2025Allow1300NoNo
18889872PRESCRIPTION DRUG PRICING AND ADJUDICATION SYSTEMSeptember 2024January 2026Allow1641YesNo
18888770USER CONVERSION PREDICTION USING A MULTI-TASK MODELSeptember 2024February 2026Allow1700NoNo
18886371Method for Transforming Greenhouse Gas Emissions into Greenhouse Gas Conversion BoulesSeptember 2024November 2024Allow200NoNo
18882198Training a Machine Learning System for Transaction Data ProcessingSeptember 2024January 2026Allow1700YesNo
18829683SYSTEMS AND METHODS FOR VERIFYING ASSET MANAGEMENT PERFORMANCESeptember 2024March 2025Allow610YesNo
18826840DATA DISTRIBUTION ARCHITECTURESeptember 2024October 2025Allow1310NoNo
18821090USER INTERFACES FOR PEER-TO-PEER TRANSFERSAugust 2024November 2025Allow1510YesNo
18819779AUTHENTICATION SYSTEM AND AUTHENTICATION METHOD FOR NFT TRADING PLATFORMAugust 2024March 2026Abandon1910NoNo
18816233SYSTEMS AND METHODS FOR GENERATING MOBILITY INSURANCE PRODUCTS USING RIDE-SHARING TELEMATICS DATAAugust 2024January 2026Allow1710NoNo
18814706METHODS FOR RECYCLING AND UPCYCLING CONSUMER ELECTRONICS WITH PLASTICS AND INTEGRATED BATTERIESAugust 2024March 2026Abandon1810YesNo
18812281DIFFERENTIAL EVOLUTION ALGORITHM TO ALLOCATE RESOURCESAugust 2024October 2025Allow1410NoNo
18810231SYSTEMS AND METHODS FOR ACCOUNT MATCHING BASED ON PARTIAL PROFILE DATAAugust 2024February 2026Allow1810YesNo
18809204SYSTEMS AND METHODS FOR ELECTRONIC TRADE ORDER ROUTINGAugust 2024December 2025Allow1610NoNo
18805663ADAPTIVE INTELLIGENCE AND SHARED INFRASTRUCTURE LENDING TRANSACTION ENABLEMENT PLATFORM RESPONSIVE TO CROWD SOURCED INFORMATIONAugust 2024September 2025Allow1300NoNo
18797899SYSTEMS AND METHODS FOR SECURE TRANSACTION REVERSALAugust 2024August 2025Allow1300YesNo
18795977SYSTEMS AND METHODS FOR TRANSFORMING ACCOUNT CONTROLS OVER TIMEAugust 2024October 2025Allow1400NoNo
18794042SYSTEMS AND METHODS FOR COMPUTING CREDIT SCORING FOR ORGANIZATIONS BASED ON NEURAL NETWORK ARCHITECTURESAugust 2024February 2026Abandon1810NoNo
18791798Method to Manage Pending Transactions, and a System ThereofAugust 2024October 2025Allow1500NoNo
18787945BILL PROCESSING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUMJuly 2024November 2025Abandon1620NoNo
18782727COMPLEX NUMBER TOKENIZATION USING A DISTRIBUTED LEDGERJuly 2024October 2025Allow1510YesNo
18781468SYSTEMS AND METHODS FOR TRANSPARENT CONVERGENCE OF CLOUD AND ON-PREMISES DATA ANALYTICS AND SERVICESJuly 2024March 2026Abandon1910NoNo
18781017HIGH ACCURACY GEO-LOCATION SYSTEM AND METHOD FOR MOBILE PAYMENTJuly 2024February 2025Allow710NoNo
18781370RIDE FOR HIREJuly 2024September 2025Allow1400NoNo
18780810Enrichment and Reconciliation of Financial Transaction DataJuly 2024March 2026Abandon2010NoNo
18776410Machine-Learning Driven Data Analysis Based on Demographics, Risk, and NeedJuly 2024December 2025Allow1710NoNo
18776315DIRECTED ACYCLIC GRAPH (DAG) PROTOCOLS FOR BLOCKCHAIN AUTHENTICATIONJuly 2024January 2026Allow1810NoNo
18775051METHODS AND SYSTEMS FOR DETECTING SUSPICIOUS OR NON-SUSPICIOUS ACTIVITIES INVOLVING A MOBILE DEVICE USEJuly 2024December 2025Allow1710YesNo
18775926DETECTING UNAUTHORIZED ONLINE APPLICATIONS USING MACHINE LEARNINGJuly 2024March 2026Allow2011YesNo
18775182METHOD AND SYSTEM FOR VALIDATING TRANSACTION IN CLIENT-SERVER ENVIRONMENTJuly 2024August 2025Allow1300YesNo
18771954SYSTEMS AND METHODS FOR ENHANCING INSURANCE OPERATIONS USING A MOBILE DRIVER'S LICENSEJuly 2024December 2025Allow1710YesNo
18767005SYSTEM AND METHOD FOR IDENTIFYING SUSPICIOUS DESTINATIONSJuly 2024April 2025Allow900YesNo
18759324FRAUD DETECTION USING BYTE PAIR ENCODINGJune 2024December 2025Allow1730YesNo
18752988FUTURES MARGIN MODELING SYSTEM HAVING SEASONALITY DETECTIONJune 2024November 2025Allow1720NoNo
18751927SYSTEMS AND METHODS FOR PAYEE IDENTIFICATION VIA CAMERAJune 2024August 2025Allow1400NoNo
18748565Enhanced Facial Authentication Based on Microelectromechanical SystemsJune 2024March 2026Allow2010YesNo
18748375MOTION-ENABLED TRANSACTION SYSTEM USING AIR SIGN SYMBOLSJune 2024May 2025Allow1110YesNo
18747786METHOD AND SYSTEM FOR BORROWER IDENTIFICATIONJune 2024January 2026Abandon1910NoNo
18721208POLICY RISK POSITIONING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUMJune 2024August 2025Allow1410NoNo
18746599KIT, SYSTEM AND ASSOCIATED METHOD AND SERVICE FOR PROVIDING A PLATFORM TO PREVENT FRAUDULENT FINANCIAL TRANSACTIONSJune 2024July 2025Allow1300NoNo
18742055SYSTEM AND METHOD FOR PURCHASING ADVERTISEMENTS ASSOCIATED WITH WORDS AND PHRASESJune 2024July 2025Allow1400NoNo
18742953SCRIPT-BASED BLOCKCHAIN INTERACTIONJune 2024June 2025Allow1200YesNo
18741236SYSTEM FOR DISCLOSING DEPOSIT ACCOUNT INFORMATION THAT CAN BE VIRTUAL CURRENCY ADDRESSJune 2024August 2025Allow1400NoNo
18739470SYSTEMS AND METHODS FOR VALIDATING AN INSTRUMENTJune 2024September 2025Allow1510YesNo
18735628LINKING COMMUNITY PROGRAMS AND MERCHANTS IN A MARKETING PROGRAMJune 2024July 2025Allow1400NoNo
18733633STRUCTURAL CHARACTERISTIC EXTRACTION USING DRONE-GENERATED 3D IMAGE DATAJune 2024November 2025Allow1810NoNo
18733186MACHINE LEARNING MODELS FOR QUALITATIVE DOMAINSJune 2024December 2024Allow610YesNo
18732558TRANSFORMERS ADAPTED FOR PREDICTIVE TARGETING BASED ON WEB BROWSING HISTORYJune 2024March 2025Allow1010NoNo
18732103SYSTEM AND METHOD FOR PRIVATE EQUITY DERIVATIVES CREATION AND USE WITH THE AID OF A DIGITAL COMPUTERJune 2024August 2025Allow1410YesNo
18732535SYSTEMS AND METHODS FOR BUILDING, UTILIZING, AND/OR MAINTAINING AN AUTONOMOUS VEHICLE-RELATED EVENT DISTRIBUTED LEDJune 2024December 2025Allow1810YesNo
18678957COMPUTER SYSTEM FOR PROVIDING PAYMENTS, INCENTIVES, AND FRAUD PROTECTION WITHIN OR ACROSS INDUSTRIESMay 2024November 2025Allow1810YesNo
18677523FINANCIAL MANAGEMENT SYSTEM AND METHOD WITH CUSTOMIZABLE USER INTERFACEMay 2024April 2025Allow1000YesNo
18677689SYSTEM AND METHOD OF TRADING GOODS AND SERVICESMay 2024June 2025Abandon1230NoNo
18675880SYSTEM FOR RECORDING AND CONSTRUCTING A SEMIOTIC WAGERING/AGREEMENTMay 2024January 2026Abandon2010NoNo
18672969REPRESENTING A CONTINGENT ASSETMay 2024March 2025Allow900YesNo
18672906REPRESENTING A CONTINGENT ASSETMay 2024February 2025Allow900YesNo
18669232MULTI-MODEL SYSTEM FOR ELECTRONIC TRANSACTION AUTHORIZATION AND FRAUD DETECTIONMay 2024October 2025Allow1710YesNo
18669282SYSTEMS AND METHODS FOR PROVIDING DIGITAL TRUSTED DATAMay 2024March 2026Allow2210NoNo
18669109ARTIFICIAL INTELLIGENCE MODEL AND DATASET SECURITY FOR TRANSACTIONSMay 2024October 2025Allow1710YesNo
18666009REMOTE VEHICLE DAMAGE ASSESSMENTMay 2024September 2025Abandon1610NoNo
18665087SYSTEMS AND METHODS FOR ADJUSTING PREMIUM RATE BASED ON USAGEMay 2024November 2025Allow1810YesNo
18664948PROBABILISTIC MODELING FOR ANONYMIZED DATA INTEGRATION AND BAYESIAN SURVEY MEASUREMENT OF SPARSE AND WEAKLY-LABELED DATASETSMay 2024February 2025Allow900NoNo
18665327SYSTEM AND METHOD FOR EVALUATING A FINANCIAL CRIME ALERTMay 2024February 2026Abandon2110NoNo
18664127SYSTEMS AND METHODS FOR GENERATING IMPROVED GRAPHICAL USER INTERFACES DISPLAYING ACCOUNT INFORMATIONMay 2024January 2026Allow2120YesNo
18664188TRANSACTION METHOD FOR A ZK-ROLLUP NETWORK FOR A BLOCKCHAINMay 2024October 2025Allow1710NoNo
18661964MEDIA ENHANCED SHOPPING SYSTEMS WITH DATA MINING FUNCTIONALITIESMay 2024March 2026Abandon2221NoNo
18662671SYSTEM AND METHOD FOR MONITORING THE CORPORATE ACTIVITY AND STOCK FILINGS OF PRIVATE COMPANIESMay 2024December 2025Abandon1910NoNo
18662358INDIVIDUALIZED REAL-TIME USER INTERFACE FOR EVENTSMay 2024December 2025Allow1910NoNo
18660441SYSTEM AND METHOD FOR STAGING MONEY TRANSFERS BETWEEN USERS HAVING PROFILESMay 2024July 2025Abandon1410NoNo
18659309GENERATION OF DIVERGENCE DISTRIBUTIONS FOR AUTOMATED DATA ANALYSISMay 2024March 2025Allow1000YesNo
18657595PERSONALIZED AND DYNAMIC FINANCIAL SCORING SYSTEM FOR PROGRESS TRACKING TOWARDS SPECIFIC FINANCING QUALIFICATIONS BASED ON A SPECIFIED PURCHASE TARGETMay 2024December 2025Abandon1910NoNo
18655015APPARATUSES, METHODS AND SYSTEMS FOR A PUBLISHING AND SUBSCRIBING PLATFORM OF DEPOSITING NEGOTIABLE INSTRUMENTSMay 2024January 2025Allow900NoNo
18653883SYSTEMS AND METHODS FOR SECURE TRANSFERSMay 2024February 2026Allow2210NoNo
18653464SYSTEMS AND METHODS FOR ANALYZING PROPERTY TELEMATICS DATA TO UPDATE RISK-BASED COVERAGE OF A PROPERTYMay 2024January 2025Allow800YesNo
18652243SYSTEMS, METHODS AND PROGRAM PRODUCTS FOR ALLOCATION TO MAXIMIZE INSURANCE OR MAXIMIZE INTEREST FOR CLIENT ACCOUNTSMay 2024March 2025Allow1110NoNo
18648330SYSTEM AND METHOD FOR BIOMETRIC PAYMENTApril 2024December 2025Abandon2010NoNo
18647596SEMANTIC-AWARE FEATURE ENGINEERINGApril 2024February 2025Allow900YesNo
18524045BANK TRANSACTION RECORDING SYSTEM AND COMPUTER-IMPLEMENTED METHOD THEREOFApril 2024January 2026Abandon2610NoNo
18645749High-Cost Medical Claim Prediction and Navigation EngineApril 2024June 2025Allow1400NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 3694.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
514
Examiner Affirmed
408
(79.4%)
Examiner Reversed
106
(20.6%)
Reversal Percentile
4.9%
Lower than average

What This Means

With a 20.6% 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
1195
Allowed After Appeal Filing
279
(23.3%)
Not Allowed After Appeal Filing
916
(76.7%)
Filing Benefit Percentile
12.5%
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, 23.3% 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.

Art Unit 3694 - Prosecution Statistics Summary

Executive Summary

Art Unit 3694 is part of Group 3690 in Technology Center 3600. This art unit has examined 7,619 patent applications in our dataset, with an overall allowance rate of 50.7%. Applications typically reach final disposition in approximately 40 months.

Comparative Analysis

Art Unit 3694's allowance rate of 50.7% places it in the 7% percentile among all USPTO art units. This art unit has a significantly lower allowance rate than most art units at the USPTO.

Prosecution Patterns

Applications in Art Unit 3694 receive an average of 2.72 office actions before reaching final disposition (in the 91% percentile). The median prosecution time is 40 months (in the 15% 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.