USPTO Examiner ELAHEE MD S - Art Unit 2694

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18947651METHOD AND SYSTEM FOR NOISE REDUCTION IN AIRCRAFT SIMULATOR SOUNDS, DEVICE, AND MEDIUMNovember 2024April 2025Allow500NoNo
18942728AUDIO SPEECH SIGNAL ANALYSIS FOR FRAUD DETECTIONNovember 2024February 2025Allow300YesNo
18760626SPATIAL AUDIO CONVERSATIONAL ANALYSIS FOR ENHANCED CONVERSATION DISCOVERYJuly 2024June 2025Allow1110YesNo
18651994RAPID EVENT AND TRAUMA DOCUMENTATION USING VOICE CAPTUREMay 2024January 2025Allow910NoNo
18644169DETECTING SYNTHETIC SOUNDS IN CALL AUDIOApril 2024May 2025Allow1210YesNo
18605541FRAUD DETECTION IN CONTACT CENTERS USING DEEP LEARNING MODELMarch 2024February 2025Allow1110YesNo
18587441CLOUD-BASED TEXT REDIRECT WITH MASKINGFebruary 2024March 2025Abandon1310NoNo
18440912HYPOTHESIS STITCHER FOR SPEECH RECOGNITION OF LONG-FORM AUDIOFebruary 2024April 2025Allow1420YesNo
18402679TEXT-BASED ROUTING, TRANSFER, AND COMMUNICATION SYSTEMJanuary 2024November 2024Allow1010NoNo
18397586METHOD FOR DETERMINING AND LINKING IMPORTANT PARTS AMONG STT RESULT AND REFERENCE DATADecember 2023May 2024Allow400NoNo
18390028EARPIECE PASSIVE NOISE ATTENUATINGDecember 2023April 2025Allow1620YesNo
18541367WIRELESS HEADSET SUPPORTING MESSAGES AND HEARING ENHANCEMENTDecember 2023October 2024Allow1020YesNo
18540546RECONSTRUCTION OF AUDIO SCENES FROM A DOWNMIXDecember 2023October 2024Allow1110NoNo
18536600Speaker ApparatusDecember 2023March 2025Abandon1510NoNo
18530787INFORMATION PROCESSING DEVICEDecember 2023May 2025Allow1710YesNo
18512915USING A WEARABLE TO INTERPRET FACIAL SKIN MICROMOVEMENTSNovember 2023August 2024Allow920YesNo
18503045ELECTRONIC DEVICE CONFIGURED TO PERFORM ACTION USING SPEECH RECOGNITION FUNCTION AND METHOD FOR PROVIDING NOTIFICATION RELATED TO ACTION USING SAMENovember 2023February 2025Allow1510NoNo
18496195Method And System For Dynamic Control Of Game Audio Based On Audio AnalysisOctober 2023August 2024Allow1010YesNo
18376716SYSTEMS AND METHODS FOR FILTERING UNWANTED SOUNDS FROM A CONFERENCE CALL USING VOICE SYNTHESISOctober 2023July 2024Allow1010NoNo
18449437AUDIO SPATIALIZATIONAugust 2023July 2024Allow1110NoNo
18360725CENTRALIZED VALIDATION OF NETWORK CALL PARAMETERS ON DISTRIBUTED NETWORKS USING PROBABILITY MODELSJuly 2023November 2024Allow1510YesNo
18217983SOUND GENERATING APPARATUSJuly 2023April 2025Allow2210YesNo
18217176Automated Audio-to-Text Transcription in Multi-Device TeleconferencesJune 2023October 2024Allow1620NoNo
18211626INFORMATION PROCESSING DEVICE AND NON-TRANSITORY RECORDING MEDIUM STORING AN INFORMATION PROCESSING PROGRAMJune 2023June 2025Allow2410YesNo
18331920MACHINE LEARNING FOR IMPROVING QUALITY OF VOICE BIOMETRICSJune 2023June 2024Allow1210NoNo
18206732INFORMATION PROVIDING METHOD AND INFORMATION PROVIDING APPARATUSJune 2023May 2024Allow1210NoNo
18324440SPEECH PROCESSINGMay 2023May 2024Allow1110NoNo
18320368ECHO DETECTIONMay 2023February 2025Allow2130YesNo
18197595COMPUTERIZED INTELLIGENT ASSISTANT FOR CONFERENCESMay 2023February 2025Abandon2120YesNo
18314789SYSTEM AND METHOD FOR ELECTRONIC COMMUNICATIONMay 2023July 2024Allow1410NoNo
18314513RAPID EVENT AND TRAUMA DOCUMENTATION USING VOICE CAPTUREMay 2023January 2024Allow810NoNo
18144713ARBITRATING BETWEEN MULTIPLE POTENTIALLY-RESPONSIVE ELECTRONIC DEVICESMay 2023February 2024Allow900NoNo
18191872SYSTEM AND METHODS FOR AUTOMATED OPT-IN LIST GENERATION USING TEXT REDIRECTMarch 2023June 2025Allow2710YesNo
18190889SYSTEM AND METHOD FOR OMNICHANNEL TEXT-BASED ROUTING, TRANSFER, AND COMMUNICATION SYSTEMMarch 2023May 2025Allow2610YesNo
18185675TRAINING DATA AUGMENTATION USING GAZETTEERS AND PERTURBATIONS TO FACILITATE TRAINING NAMED ENTITY RECOGNITION MODELSMarch 2023May 2025Allow2610YesNo
18119444SYSTEM AND METHOD FOR RUNNING A MULTI-MODULE TELEPHONY APPLICATIONMarch 2023May 2024Allow1530YesNo
18174617OMNICHANNEL TEXT - BASED ROUTING, TRANSFER, AND COMMUNICATION SYSTEM WITH SMART MASKING OF PERSONAL INFORMATIONFebruary 2023December 2023Allow1020YesNo
18022901LEARNING DEVICE, METHOD, AND PROGRAMFebruary 2023June 2025Allow2800NoNo
18168166ELECTRONIC DEVICE CONFIGURED TO PERFORM ACTION USING SPEECH RECOGNITION FUNCTION AND METHOD FOR PROVIDING NOTIFICATION RELATED TO ACTION USING SAMEFebruary 2023June 2023Allow400NoNo
18167653Subvocalized Speech Recognition and Command Execution by Machine LearningFebruary 2023August 2023Allow710NoNo
18167204RECONSTRUCTION OF AUDIO SCENES FROM A DOWNMIXFebruary 2023September 2023Allow710NoNo
18161086SYSTEM AND METHODS FOR UNIVERSAL IDENTIFICATION AND PASSPORT MANAGEMENTJanuary 2023June 2025Allow2900YesNo
18157070HYPOTHESIS STITCHER FOR SPEECH RECOGNITION OF LONG-FORM AUDIOJanuary 2023November 2023Allow1010YesNo
18063073INFORMATION PROCESSING APPARATUS, OPERATION METHOD OF INFORMATION PROCESSING APPARATUS, AND OPERATION PROGRAM OF INFORMATION PROCESSING APPARATUSDecember 2022March 2025Allow2810NoNo
18061151METHOD AND APPARATUS FOR DETERMINING ECHO, AND STORAGE MEDIUMDecember 2022February 2025Allow2610NoNo
17925483SPEECH RECOGNITION METHOD, APPARATUS AND DEVICE, AND STORAGE MEDIUMNovember 2022January 2025Allow2610YesNo
17986688LIMITING CONTACT IN A NETWORKED CONTACT CENTER ENVIRONMENTNovember 2022July 2023Allow810NoNo
18051270EMBEDDED AUDIO SENSOR SYSTEM AND METHODSOctober 2022September 2023Allow1010NoNo
17974053AUTOMATED SIG CODE TRANSLATION USING MACHINE LEARNINGOctober 2022October 2023Allow1220YesYes
17967502MUSIC-AWARE SPEAKER DIARIZATION FOR TRANSCRIPTS AND TEXT-BASED VIDEO EDITINGOctober 2022October 2024Allow2400YesNo
18047176POST-MIXING ACOUSTIC ECHO CANCELLATION SYSTEMS AND METHODSOctober 2022November 2024Allow2530YesNo
18047059FRAUD DETECTION IN CONTACT CENTERS USING DEEP LEARNING MODELOctober 2022November 2023Allow1320YesNo
17967183PROCESSING CONTINUED CONVERSATIONS OVER MULTIPLE DEVICESOctober 2022February 2025Allow2810NoNo
17966405INTELLIGENT EXPANDING SIMILAR WORD MODEL SYSTEM AND METHOD THEREOFOctober 2022February 2025Allow2800NoNo
17953443SELF-CONTAINED CONVERSATIONAL EXPERIENCE PREVIEWINGSeptember 2022May 2025Allow3210YesNo
17951657SENSITIVE DATA CONTROLSeptember 2022July 2023Allow910YesNo
17932650MULTI-ORDER OPTIMIZED AMBISONICS DECODINGSeptember 2022September 2024Allow2400YesNo
17911078AUDIO DATA IDENTIFICATION APPARATUSSeptember 2022February 2025Allow2910NoNo
17943118SYSTEM AND METHODS FOR USING ENHANCED QR CODES IN A CALL TO ACTIONSeptember 2022January 2024Abandon1610YesYes
17942347WIRELESS HEADSET SUPPORTING MESSAGES AND HEARING ENHANCEMENTSeptember 2022April 2023Allow700YesNo
17902495SYSTEM AND METHOD FOR SUGGESTING AND GENERATING A CUSTOMER SERVICE TEMPLATESeptember 2022April 2025Allow3100NoNo
17890779ACTIVE CALL LAWFUL INTERCEPTION AND PRESERVATION TECHNIQUEAugust 2022March 2025Allow3130NoNo
17884851SYSTEMS AND METHODS FOR FILTERING UNWANTED SOUNDS FROM A CONFERENCE CALL USING VOICE SYNTHESISAugust 2022July 2023Allow1120YesNo
17883866MODIFYING COMMUNICATION CHANNEL INTERACTIONS BASED ON REAL-TIME EVENT TRACKINGAugust 2022January 2024Allow1730YesNo
17875402SYSTEM AND METHOD FOR OMNICHANNEL TEXT-BASED ROUTING, TRANSFER, AND COMMUNICATION SYSTEMJuly 2022August 2023Allow1310YesNo
17871968Creating and Interacting with Data Records having Semantic Vectors and Natural Language Expressions Produced by a Machine-Trained ModelJuly 2022April 2024Allow2100NoNo
17859146Inverted Projection for Robust Speech TranslationJuly 2022April 2025Allow3410NoNo
17856096Method And System For Dynamic Control Of Game Audio Based On Audio AnalysisJuly 2022July 2023Allow1220NoNo
17851851SYSTEM OF AND METHOD FOR AUTOMATICALLY DETECTING SARCASM OF A BATCH OF TEXTJune 2022September 2024Allow2600NoNo
17788401METHOD AND APPARATUS FOR QUERYING QUESTIONS, DEVICE, AND STORAGE MEDIUMJune 2022November 2024Allow2810YesNo
17845297TRAINING A BOT ORCHESTRATOR FOR CHATBOTSJune 2022May 2025Allow3410YesNo
17786138FILTER ADAPTATION STEP SIZE CONTROL FOR ECHO CANCELLATIONJune 2022July 2023Allow1310NoNo
17745130COGNITIVE ANALYSIS OF PUBLIC COMMUNICATIONSMay 2022October 2023Allow1710NoNo
17741285AUDIO SIGNAL PROCESSING METHOD, APPARATUS AND DEVICE, AND STORAGE MEDIUMMay 2022February 2024Allow2100NoNo
17722680ANALYZING AUDIO SIGNALS FOR DEVICE SELECTIONApril 2022March 2024Allow2330YesNo
17711999SYSTEM AND METHOD FOR OMNICHANNEL TEXT - BASED COMMUNICATION SYSTEM UTILIZING A SECURE SMART MOBILE USER DEVICEApril 2022June 2025Allow3910YesNo
17650868SYSTEMS AND METHODS FOR PHISHING MONITORINGFebruary 2022February 2024Allow2420YesNo
17648863DETECTING AND RESOLVING FRAUDULENT CALLSJanuary 2022September 2023Allow2010YesNo
17578184ELECTRONIC APPARATUS AND CONTROLLING METHOD THEREOFJanuary 2022July 2023Allow1810NoNo
17569994SERVER FOR IDENTIFYING FALSE WAKEUP AND METHOD FOR CONTROLLING THE SAMEJanuary 2022January 2024Allow2510NoNo
17562796SYSTEM AND METHOD FOR SPOOFING DETECTIONDecember 2021January 2025Allow3710YesNo
17549318EARPIECE PASSIVE NOISE ATTENUATINGDecember 2021September 2023Allow2120YesNo
17542564SPEECH ANALYSER AND RELATED METHODDecember 2021May 2024Abandon2910NoNo
17612522INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAMNovember 2021November 2023Allow2400YesNo
17608509PRESENTATION TRANSCRIPTSNovember 2021May 2024Abandon3010NoNo
17453431DETECTING SYNTHETIC SOUNDS IN CALL AUDIONovember 2021February 2024Allow2720YesNo
17608731READING DISAMBIGUATION DEVICE, READING DISAMBIGUATION METHOD, AND READING DISAMBIGUATION PROGRAMNovember 2021December 2024Allow3710NoNo
17513382VOICE COMMAND HANDLER FOR PROGRAMMING STIMULATION SYSTEMS AND METHODS OF USINGOctober 2021January 2024Allow2710YesNo
17512506REAL-TIME LOW-COMPLEXITY ECHO CANCELLATIONOctober 2021March 2025Allow4020NoYes
17507855SUPPORT APPARATUS, GENERATION APPARATUS, ANALYSIS APPARATUS, SUPPORT METHOD, GENERATION METHOD, ANALYSIS METHOD, AND NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUMOctober 2021July 2024Allow3310YesNo
17291953SHARED AI SPEAKERSeptember 2021April 2024Abandon3510NoNo
17489538ECHO CANCELLATION USING NEURAL NETWORKS FOR ENVIRONMENTS WITH UNSYNCHRONIZED DEVICES FOR AUDIO CAPTURE AND RENDERINGSeptember 2021September 2023Allow2300YesNo
17487788SAFETY SYSTEM FOR DROWNING PREVENTIONSeptember 2021January 2024Allow2810YesNo
17593822LANGUAGE IDENTIFYING DEVICE AND COMPUTER PROGRAM FOR SAME, AND SPEECH PROCESSING DEVICESeptember 2021April 2024Allow3010YesNo
17448616METHOD, SYSTEM, AND COMPUTER-READABLE RECORDING MEDIUM FOR MANAGING TEXT TRANSCRIPT AND MEMO FOR AUDIO FILESeptember 2021June 2024Allow3320YesNo
17441009INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHODSeptember 2021March 2024Allow3010NoNo
17437665ECHO SUPPRESSION DEVICE, ECHO SUPPRESSION METHOD, AND ECHO SUPPRESSION PROGRAMSeptember 2021April 2024Allow3100NoNo
17434166METHOD AND APPARATUS FOR PROVIDING PERSONALIZED COOKING SERVICEAugust 2021November 2024Abandon3920NoNo
17433987INFORMATION PROCESSING DEVICEAugust 2021August 2023Allow2410NoNo
17432056EMERGENCY COMMUNICATION SYSTEM WITH CONTEXTUAL SNIPPETSAugust 2021April 2023Allow2010NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner ELAHEE, MD S.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
3
Examiner Affirmed
3
(100.0%)
Examiner Reversed
0
(0.0%)
Reversal Percentile
9.6%
Lower than average

What This Means

With a 0.0% 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
24
Allowed After Appeal Filing
12
(50.0%)
Not Allowed After Appeal Filing
12
(50.0%)
Filing Benefit Percentile
78.6%
Higher 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, 50.0% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the top 25% across the USPTO, indicating that filing appeals is particularly effective here. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Strategic Recommendations

Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.

Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Examiner ELAHEE, MD S - Prosecution Strategy Guide

Executive Summary

Examiner ELAHEE, MD S works in Art Unit 2694 and has examined 193 patent applications in our dataset. With an allowance rate of 93.3%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 26 months.

Allowance Patterns

Examiner ELAHEE, MD S's allowance rate of 93.3% places them in the 80% 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 ELAHEE, MD S receive 1.83 office actions before reaching final disposition. This places the examiner in the 56% 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 ELAHEE, MD S is 26 months. This places the examiner in the 62% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +4.9% benefit to allowance rate for applications examined by ELAHEE, MD S. This interview benefit is in the 29% percentile among all examiners. Recommendation: Interviews provide a below-average benefit with this examiner.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 28.7% of applications are subsequently allowed. This success rate is in the 43% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 40.8% of cases where such amendments are filed. This entry rate is in the 55% 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, 181.8% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 92% 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 87.5% of appeals filed. This is in the 78% percentile among all examiners. Of these withdrawals, 61.9% 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, 46.7% are granted (fully or in part). This grant rate is in the 53% 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 21% 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 16.7% of allowed cases (in the 92% percentile). Per MPEP § 714.14, a Quayle action indicates that all claims are allowable but formal matters remain. This examiner frequently uses Quayle actions compared to other examiners, which is a positive indicator that once substantive issues are resolved, allowance follows quickly.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • 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.
  • 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.

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.