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
19194354AUDIO SPEECH SIGNAL ANALYSIS FOR FRAUD DETECTIONApril 2025July 2025Allow200NoNo
19188784FACILITATING SUB-GROUP HOPPING IN CALL SESSIONS FOR ADAPTIVE CONTENT FLOWSApril 2025September 2025Allow510NoNo
19169882Customer Agent Recording Systems and MethodsApril 2025July 2025Allow410NoNo
18947651METHOD AND SYSTEM FOR NOISE REDUCTION IN AIRCRAFT SIMULATOR SOUNDS, DEVICE, AND MEDIUMNovember 2024April 2025Allow500NoNo
18942728AUDIO SPEECH SIGNAL ANALYSIS FOR FRAUD DETECTIONNovember 2024February 2025Allow300YesNo
18882696SYSTEM AND METHOD FOR ENHANCED CUSTOMER SERVICE THROUGH AUTOMATED REAL-TIME FAQ GENERATION FROM CALL CENTER INTERACTIONSSeptember 2024May 2025Allow810YesNo
18810483SYSTEM AND METHODS FOR USING ENHANCED QR CODES IN A CALL TO ACTIONAugust 2024February 2026Allow1810NoNo
18760626SPATIAL AUDIO CONVERSATIONAL ANALYSIS FOR ENHANCED CONVERSATION DISCOVERYJuly 2024June 2025Allow1110YesNo
18754631Contextual Digital Assistant for Presentation AssistanceJune 2024February 2026Allow2010YesNo
18651994RAPID EVENT AND TRAUMA DOCUMENTATION USING VOICE CAPTUREMay 2024January 2025Allow910NoNo
18645198MODIFYING COMMUNICATION CHANNEL INTERACTIONS BASED ON REAL-TIME EVENT TRACKINGApril 2024March 2025Allow1110NoNo
18644169DETECTING SYNTHETIC SOUNDS IN CALL AUDIOApril 2024May 2025Allow1210YesNo
18634647VOICE COMMAND HANDLER FOR PROGRAMMING STIMULATION SYSTEMS AND METHODS OF USINGApril 2024July 2025Allow1520YesNo
18611079SYSTEM AND METHOD OF ASSEMBLING AN ADJUSTABLE CLAMPING EAR CUP ASSEMBLY FOR AN AUDIO HEADSETMarch 2024January 2026Allow2200NoNo
18605541FRAUD DETECTION IN CONTACT CENTERS USING DEEP LEARNING MODELMarch 2024February 2025Allow1110YesNo
18687779DISASTER PLAN IMPLEMENTATION FOR A UNIFIED COMMUNICATIONS NETWORKFebruary 2024October 2025Allow2000NoNo
18587441CLOUD-BASED TEXT REDIRECT WITH MASKINGFebruary 2024March 2025Abandon1310NoNo
18440912HYPOTHESIS STITCHER FOR SPEECH RECOGNITION OF LONG-FORM AUDIOFebruary 2024April 2025Allow1420YesNo
18432139EMBEDDED AUDIO SENSOR SYSTEM AND METHODSFebruary 2024August 2025Allow1920NoNo
18402679TEXT-BASED ROUTING, TRANSFER, AND COMMUNICATION SYSTEMJanuary 2024November 2024Allow1010NoNo
18401257METHOD AND APPARATUS FOR ENCODING A MULTI-CHANNEL AUDIO, ELECTRONIC DEVICE, AND STORAGE MEDIUMDecember 2023December 2025Allow2300NoNo
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
18540283NATURAL LANGUAGE GENERATIONDecember 2023December 2025Allow2400NoNo
18540546RECONSTRUCTION OF AUDIO SCENES FROM A DOWNMIXDecember 2023October 2024Allow1110NoNo
18537818Fake voice detection method based on dual-track differential modelingDecember 2023October 2025Allow2210YesNo
18538803EMPLOYEE EXPERIENCE SCOREDecember 2023January 2026Allow2510NoNo
18536600Speaker ApparatusDecember 2023March 2025Abandon1510NoNo
18530787INFORMATION PROCESSING DEVICEDecember 2023May 2025Allow1710YesNo
18564884VOICE INPUT DISAMBIGUATIONNovember 2023January 2026Abandon2610NoNo
18520157CONDITIONAL ALERTING IN EMERGENCY CALLSNovember 2023October 2025Allow2310YesNo
18512915USING A WEARABLE TO INTERPRET FACIAL SKIN MICROMOVEMENTSNovember 2023August 2024Allow920YesNo
18502581METHOD AND APPARATUS FOR PROCESSING AUDIO DATA, DEVICE, STORAGE MEDIUMNovember 2023February 2026Allow2710YesNo
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
18380966Multi-Modal Embeddings of User InteractionsOctober 2023September 2025Allow2300NoNo
18483394MONITORING COMPLIANCE OF A GENERATIVE LANGUAGE MODEL WITH AN OUTPUT CHARACTERISTIC RUBRICOctober 2023October 2025Allow2410NoNo
18376716SYSTEMS AND METHODS FOR FILTERING UNWANTED SOUNDS FROM A CONFERENCE CALL USING VOICE SYNTHESISOctober 2023July 2024Allow1010NoNo
18376147SENSITIVE DATA CONTROLOctober 2023March 2026Allow3040YesNo
18553378Estimating an optimized mask for processing acquired sound dataSeptember 2023September 2025Allow2300NoNo
18474977Conversational Artificial Intelligence PlatformSeptember 2023November 2025Allow2510YesNo
18370387VOICE ACTIVITY DETECTION METHOD AND SYSTEM, AND VOICE ENHANCEMENT METHOD AND SYSTEMSeptember 2023October 2025Allow2510NoNo
18461143SYSTEMS AND METHODS FOR UPDATING LARGE LANGUAGE MODELSSeptember 2023July 2025Allow2210NoNo
18460661SYSTEM AND METHODS FOR AUTOMATING ACTIONS USING TEXT REDIRECTIONSeptember 2023December 2025Abandon2710NoNo
18234287EMERGENCY COMMUNICATION SYSTEM WITH CONTEXTUAL SNIPPETSAugust 2023July 2025Allow2330YesNo
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
18215509METHOD AND SYSTEM FOR TRAINING A VIRTUAL AGENT USING OPTIMAL UTTERANCESJune 2023November 2025Allow2810YesNo
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
18199487SYSTEM AND METHOD FOR CONCURRENTLY JOINING VOICE AND WEB CHANNELSMay 2023March 2026Allow3410YesNo
18320368ECHO DETECTIONMay 2023February 2025Allow2130YesNo
18319342INFORMATION PROCESSING APPARATUS, CONTROL METHOD OF INFORMATION PROCESSING APPARATUS, AND STORAGE MEDIUMMay 2023September 2025Allow2810NoNo
18197595COMPUTERIZED INTELLIGENT ASSISTANT FOR CONFERENCESMay 2023February 2025Abandon2120YesNo
18314513RAPID EVENT AND TRAUMA DOCUMENTATION USING VOICE CAPTUREMay 2023January 2024Allow810NoNo
18314789SYSTEM AND METHOD FOR ELECTRONIC COMMUNICATIONMay 2023July 2024Allow1410NoNo
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
18177590SYSTEM AND METHODS FOR SOFT CREDIT APPROVAL USING TEXT REDIRECTMarch 2023July 2025Allow2810YesNo
18174617OMNICHANNEL TEXT - BASED ROUTING, TRANSFER, AND COMMUNICATION SYSTEM WITH SMART MASKING OF PERSONAL INFORMATIONFebruary 2023December 2023Allow1020YesNo
18022901LEARNING DEVICE, METHOD, AND PROGRAMFebruary 2023June 2025Allow2800NoNo
18041866SYSTEM AND METHOD ENABLING A USER TO SELECT AN AUDIO STREAM OF CHOICEFebruary 2023August 2025Abandon3010NoNo
18168166ELECTRONIC DEVICE CONFIGURED TO PERFORM ACTION USING SPEECH RECOGNITION FUNCTION AND METHOD FOR PROVIDING NOTIFICATION RELATED TO ACTION USING SAMEFebruary 2023June 2023Allow400NoNo
18167204RECONSTRUCTION OF AUDIO SCENES FROM A DOWNMIXFebruary 2023September 2023Allow710NoNo
18167653Subvocalized Speech Recognition and Command Execution by Machine LearningFebruary 2023August 2023Allow710NoNo
18107666NATURAL LANGUAGE PROMPT GENERATIONFebruary 2023October 2025Allow3300NoNo
18161086SYSTEM AND METHODS FOR UNIVERSAL IDENTIFICATION AND PASSPORT MANAGEMENTJanuary 2023June 2025Allow2900YesNo
18099577HYBRID DIGITAL SIGNAL PROCESSING-ARTIFICIAL INTELLIGENCE ACOUSTIC ECHO CANCELLATION FOR VIRTUAL CONFERENCESJanuary 2023December 2025Allow3520NoNo
18157070HYPOTHESIS STITCHER FOR SPEECH RECOGNITION OF LONG-FORM AUDIOJanuary 2023November 2023Allow1010YesNo
18083113SOURCE AGNOSTIC CALL RECORDING AND CHAT INGESTIONDecember 2022August 2025Allow3220YesNo
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
18070128CROSS-LINGUAL NATURAL LANGUAGE UNDERSTANDING MODEL FOR MULTI-LANGUAGE NATURAL LANGUAGE UNDERSTANDING (mNLU)November 2022December 2025Allow3600YesNo
18059389METHOD OF TRAINING DEEP LEARNING MODEL AND METHOD OF PROCESSING TEXT DATANovember 2022December 2025Allow3610NoNo
17989395AUDIO DATA TRANSMISSION METHOD AND RELATED APPARATUSNovember 2022August 2025Allow3320YesNo
18056030FUZZY SEARCH ENGINES FOR NETWORK DATABASESNovember 2022October 2025Allow3510YesNo
17925483SPEECH RECOGNITION METHOD, APPARATUS AND DEVICE, AND STORAGE MEDIUMNovember 2022January 2025Allow2610YesNo
17986688LIMITING CONTACT IN A NETWORKED CONTACT CENTER ENVIRONMENTNovember 2022July 2023Allow810NoNo
17985286METHOD AND APPARATUS FOR TRAINING LANGUAGE MODEL FOR MULTI-MODAL DIALOGNovember 2022September 2025Allow3410YesNo
18051270EMBEDDED AUDIO SENSOR SYSTEM AND METHODSOctober 2022September 2023Allow1010NoNo
18050041Tunable Confidence Intervals for On-device Natural Language Understanding ModelsOctober 2022August 2025Allow3300NoNo
17974053AUTOMATED SIG CODE TRANSLATION USING MACHINE LEARNINGOctober 2022October 2023Allow1220YesYes
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
17967502MUSIC-AWARE SPEAKER DIARIZATION FOR TRANSCRIPTS AND TEXT-BASED VIDEO EDITINGOctober 2022October 2024Allow2400YesNo
17966405INTELLIGENT EXPANDING SIMILAR WORD MODEL SYSTEM AND METHOD THEREOFOctober 2022February 2025Allow2800NoNo
17953710Photorealistic Text Inpainting for Augmented Reality Using Generative ModelsSeptember 2022September 2025Allow3510YesNo
17953443SELF-CONTAINED CONVERSATIONAL EXPERIENCE PREVIEWINGSeptember 2022May 2025Allow3210YesNo
17951657SENSITIVE DATA CONTROLSeptember 2022July 2023Allow910YesNo
17932650MULTI-ORDER OPTIMIZED AMBISONICS DECODINGSeptember 2022September 2024Allow2400YesNo
17942347WIRELESS HEADSET SUPPORTING MESSAGES AND HEARING ENHANCEMENTSeptember 2022April 2023Allow700YesNo

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
4
Examiner Affirmed
3
(75.0%)
Examiner Reversed
1
(25.0%)
Reversal Percentile
39.9%
Lower than average

What This Means

With a 25.0% 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
23
Allowed After Appeal Filing
12
(52.2%)
Not Allowed After Appeal Filing
11
(47.8%)
Filing Benefit Percentile
84.9%
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, 52.2% 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 124 patent applications in our dataset. With an allowance rate of 91.9%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 34 months.

Allowance Patterns

Examiner ELAHEE, MD S's allowance rate of 91.9% places them in the 77% 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 2.25 office actions before reaching final disposition. This places the examiner in the 63% 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 34 months. This places the examiner in the 44% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +11.6% benefit to allowance rate for applications examined by ELAHEE, MD S. This interview benefit is in the 46% 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, 24.5% of applications are subsequently allowed. This success rate is in the 36% 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 43.5% of cases where such amendments are filed. This entry rate is in the 66% 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, 163.6% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 91% 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 83.3% of appeals filed. This is in the 76% percentile among all examiners. Of these withdrawals, 55.0% 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, 77.8% are granted (fully or in part). This grant rate is in the 83% percentile among all examiners. Strategic Note: Petitions are frequently granted regarding this examiner's actions compared to other examiners. Per MPEP § 1002.02(c), various examiner actions are petitionable to the Technology Center Director, including prematureness of final rejection, refusal to enter amendments, and requirement for information. If you believe an examiner action is improper, consider filing a petition.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 23% 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 7.0% of allowed cases (in the 85% 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.