Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19005906 | Systems and Methods for Modifying Contact Center Queue Assignments | December 2024 | July 2025 | Allow | 7 | 1 | 0 | No | No |
| 18763295 | Electronic Text Analysis for Detecting Computer-Generated Interaction in Text-Based Communications | July 2024 | March 2026 | Allow | 20 | 0 | 0 | No | No |
| 18763161 | Electronic Speech and Text Recognition and Analysis for Identifying Computer-Generated Interactions | July 2024 | February 2026 | Allow | 19 | 0 | 0 | No | No |
| 18666933 | IDENTIFYING HIGH EFFORT STATEMENTS FOR CALL CENTER SUMMARIES | May 2024 | March 2025 | Allow | 10 | 1 | 0 | No | No |
| 18665843 | NEURAL NETWORK CHIP FOR EAR-WORN DEVICE | May 2024 | March 2025 | Allow | 10 | 1 | 0 | No | No |
| 18655856 | SYSTEMS AND METHODS FOR COORDINATED PLAYBACK OF ANALOG AND DIGITAL MEDIA CONTENT | May 2024 | December 2024 | Allow | 7 | 0 | 0 | Yes | No |
| 18649354 | OPTIMIZING PERFORMANCE OF CONVERSATIONAL INTERFACE APPLICATIONS USING EXAMPLE FORGETTING | April 2024 | January 2026 | Allow | 20 | 0 | 0 | No | No |
| 18637692 | RECOGNIZING HAZARD EVENTS BASED ON SOUNDS OF IN-HOME ACTIVITIES | April 2024 | March 2025 | Allow | 11 | 1 | 0 | Yes | No |
| 18621684 | Incentive Aware-Aggregation Of Generative Models | March 2024 | November 2025 | Allow | 20 | 0 | 0 | No | No |
| 18695752 | INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAM | March 2024 | January 2026 | Allow | 22 | 1 | 0 | No | No |
| 18614788 | CHATBOT WITH DYNAMIC CONVERSATIONAL TONE | March 2024 | March 2026 | Allow | 23 | 1 | 0 | Yes | No |
| 18596563 | Automated Analysis Of Computer-Detected Event Activity To Improve Related Task Performance | March 2024 | January 2026 | Allow | 23 | 1 | 0 | No | No |
| 18592187 | COGNITIVE SYSTEM REWARD MANAGEMENT | February 2024 | February 2025 | Allow | 11 | 1 | 0 | No | No |
| 18411730 | NEURAL NETWORK CHIP FOR EAR-WORN DEVICE | January 2024 | April 2024 | Allow | 3 | 1 | 0 | No | No |
| 18395136 | ROBOTIC PROCESS AUTOMATION FOR ACHIEVING AN OPTIMIZED MARGIN OF VEHICLE OPERATIONAL SAFETY | December 2023 | October 2024 | Allow | 10 | 1 | 0 | No | No |
| 18395220 | TRANSPORTATION SYSTEM TO USE A NEURAL NETWORK TO DETERMINE A VARIATION IN DRIVING PERFORMANCE TO PROMOTE A DESIRED HORMONAL STATE OF AN OCCUPANT | December 2023 | August 2024 | Allow | 8 | 1 | 0 | No | No |
| 18395073 | NEURAL NET-BASED USE OF PERCEPTRONS TO MIMIC HUMAN SENSES ASSOCIATED WITH A VEHICLE OCCUPANT | December 2023 | December 2024 | Allow | 12 | 1 | 0 | No | No |
| 18530231 | PLATFORM FOR CALL TRANSCRIPTION AND SUMMARIZATION USING GENERATIVE ARTIFICIAL INTELLIGENCE | December 2023 | June 2024 | Allow | 6 | 1 | 0 | No | No |
| 18503449 | VERBAL LANGUAGE ANALYSIS | November 2023 | February 2026 | Allow | 27 | 1 | 0 | Yes | No |
| 18497001 | METHOD AND APPARATUS FOR ANALYZING EMOTIONS OF TEXT AND GENERATING FEEDBACK RESPONSES ON TEXT | October 2023 | October 2025 | Allow | 24 | 0 | 0 | No | No |
| 18496976 | METHOD FOR SMART GAS PERSONALIZED FEEDBACK SERVICE AND INTERNET OF THINGS (IOT) SYSTEM THEREOF | October 2023 | December 2024 | Allow | 13 | 0 | 0 | No | No |
| 18384428 | NONVERBAL MESSAGE EXTRACTION AND GENERATION | October 2023 | November 2025 | Allow | 25 | 1 | 0 | No | No |
| 18383604 | VOICE-SYNCHRONIZED VISUAL INTERFACE | October 2023 | December 2025 | Allow | 26 | 1 | 0 | No | No |
| 18380287 | BUILDING AND TRAINING A NETWORK OF CHATBOTS | October 2023 | October 2024 | Allow | 12 | 1 | 0 | Yes | No |
| 18487935 | SEMANTIC PARSING WITH PRE-TRAINED LANGUAGE MODELS | October 2023 | August 2025 | Allow | 23 | 0 | 0 | No | No |
| 18486466 | Visual Interactive Voice Response Key Mapping | October 2023 | October 2025 | Allow | 25 | 1 | 0 | Yes | No |
| 18484512 | PIPELINE FOR GENERATING EDITABLE GRAPHIC DESIGNS FROM NATURAL LANGUAGE PROMPTS | October 2023 | January 2026 | Allow | 28 | 1 | 0 | Yes | No |
| 18377690 | DETECTING ONLINE CONTEXTUAL EVOLUTION OF LINGUISTIC TERMS | October 2023 | August 2024 | Allow | 10 | 1 | 0 | No | No |
| 18482783 | METHODS AND SYSTEMS FOR GENERATING PROBLEM DESCRIPTION | October 2023 | February 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18480039 | TECHNOLOGIES FOR LEVERAGING MACHINE LEARNING TO PREDICT EMPATHY FOR IMPROVED CONTACT CENTER INTERACTIONS | October 2023 | January 2026 | Allow | 27 | 2 | 0 | No | No |
| 18373408 | SPEECH RECOGNITION DEVICE, SPEECH-RECOGNITION-DEVICE COORDINATION SYSTEM, AND SPEECH-RECOGNITION-DEVICE COORDINATION METHOD | September 2023 | September 2025 | Allow | 24 | 2 | 0 | Yes | No |
| 18473864 | COMMUNICATION ROUTING FOR CONTACT CENTER | September 2023 | November 2025 | Allow | 26 | 2 | 0 | Yes | No |
| 18473871 | APPARATUS, SYSTEMS AND METHODS FOR PROVIDING CONVERSATIONAL ASSISTANCE | September 2023 | June 2025 | Allow | 21 | 2 | 0 | No | No |
| 18471812 | SYSTEMS AND METHODS FOR INTERACTION ANALYTICS | September 2023 | March 2026 | Allow | 30 | 2 | 0 | No | No |
| 18240276 | HUMAN SELECTION DIALING PLATFORM | August 2023 | December 2025 | Abandon | 27 | 1 | 0 | No | No |
| 18240247 | SEMANTIC AWARE HALLUCINATION DETECTION FOR LARGE LANGUAGE MODELS | August 2023 | June 2025 | Allow | 22 | 0 | 0 | No | No |
| 18456672 | PROMPTING LANGUAGE MODELS TO SELECT API CALLS | August 2023 | June 2025 | Allow | 22 | 0 | 0 | No | No |
| 18232854 | NEURAL NETWORK CHIP FOR EAR-WORN DEVICE | August 2023 | November 2023 | Allow | 4 | 1 | 0 | No | No |
| 18345542 | Triggering User Interaction Workflows Over an Alternative Channel | June 2023 | October 2025 | Allow | 28 | 1 | 0 | Yes | No |
| 18209804 | Messaging System For A Virtual Assistant | June 2023 | June 2025 | Abandon | 24 | 1 | 0 | No | No |
| 18334065 | GROUNDED TEXT GENERATION | June 2023 | June 2024 | Allow | 12 | 1 | 0 | No | No |
| 18328890 | SYSTEM AND METHOD FOR MANAGING CUSTOMER CALL-BACKS | June 2023 | April 2024 | Allow | 10 | 1 | 0 | Yes | No |
| 18201075 | NAMED ENTITY RECOGNITION VISUAL CONTEXT AND CAPTION DATA | May 2023 | March 2024 | Allow | 10 | 1 | 0 | No | No |
| 18320588 | MACHINE LEARNING DIVIDE AND CONQUER TECHNIQUES FOR LONG DIALOG SUMMARIZATION | May 2023 | October 2025 | Allow | 29 | 1 | 0 | Yes | No |
| 18320851 | INTERPRETING SUMMARIZATION MODEL DECISIONS BASED ON ATTENTION | May 2023 | May 2025 | Allow | 24 | 0 | 0 | No | No |
| 18320594 | MACHINE LEARNING DIVIDE AND CONQUER TECHNIQUES FOR LONG DIALOG SUMMARIZATION | May 2023 | June 2025 | Allow | 25 | 0 | 0 | No | No |
| 18319249 | One-Shot Visual Language Reasoning Over Graphical Depictions of Data | May 2023 | October 2025 | Allow | 29 | 1 | 0 | Yes | No |
| 18317273 | COMPUTER-READABLE RECORDING MEDIUM STORING COMPUTER PROGRAM, MACHINE LEARNING METHOD, AND NATURAL LANGUAGE PROCESSING APPARATUS | May 2023 | September 2025 | Allow | 29 | 1 | 0 | No | No |
| 18312201 | AUTOMATED CALL SUMMARIZATION BASED ON FILTERED UTTERANCES | May 2023 | August 2025 | Allow | 28 | 1 | 0 | No | No |
| 18309807 | Training Modeling Engines To Predict Contact Center Agent Demand | April 2023 | April 2025 | Allow | 24 | 1 | 0 | No | No |
| 18136825 | IDENTIFYING A SEMANTIC REPRESENTATION FOR TEXTS BY EXPANDING THE EMBEDDING SPACE | April 2023 | March 2025 | Allow | 23 | 0 | 0 | No | No |
| 18301250 | METHODS FOR SMART GAS CALL CENTER FEEDBACK MANAGEMENT AND INTERNET OF THINGS (IOT) SYSTEMS THEREOF | April 2023 | September 2023 | Allow | 5 | 0 | 0 | No | No |
| 18126868 | METHOD AND SYSTEM FOR DETERMINATION OF PERSONALITY TRAITS OF AGENTS IN A CONTACT CENTER | March 2023 | July 2025 | Allow | 27 | 1 | 0 | No | No |
| 18186157 | Deliberation by Text-Only and Semi-Supervised Training | March 2023 | March 2025 | Allow | 24 | 0 | 0 | No | No |
| 18121394 | TRANSFERRING ACTIONS FROM A SHARED DEVICE TO A PERSONAL DEVICE ASSOCIATED WITH AN ACCOUNT OF A USER | March 2023 | June 2025 | Allow | 27 | 1 | 0 | No | No |
| 18180089 | METHODS AND SYSTEMS FOR GENERATING PROBLEM DESCRIPTION | March 2023 | August 2023 | Allow | 6 | 1 | 0 | No | No |
| 18117905 | System and Method for Managing Communications in a Networked Call Center | March 2023 | April 2025 | Allow | 25 | 1 | 0 | No | No |
| 18170474 | RECOGNIZING HAZARD EVENTS BASED ON SOUNDS OF IN-HOME ACTIVITIES | February 2023 | January 2024 | Allow | 11 | 1 | 0 | Yes | No |
| 18103988 | METHOD AND SYSTEM FOR MANAGEMENT OF MULTI-PARTY COMMUNICATIONS | January 2023 | June 2025 | Abandon | 29 | 2 | 0 | No | No |
| 18091898 | COMMUNICATIONS METHODS AND APPARATUS FOR DYNAMIC DETECTION AND/OR MITIGATION OF THREATS AND/OR ANOMALIES | December 2022 | September 2023 | Allow | 9 | 1 | 0 | No | No |
| 18086742 | INTELLIGENT VOICE ASSISTANT | December 2022 | July 2025 | Allow | 30 | 0 | 0 | No | No |
| 18078530 | EFFICIENT TRANSFORMER LANGUAGE MODELS WITH DISENTANGLED ATTENTION AND MULTI-STEP DECODING | December 2022 | March 2024 | Allow | 16 | 2 | 0 | Yes | No |
| 18062046 | DETECTING ONLINE CONTEXTUAL EVOLUTION OF LINGUISTIC TERMS | December 2022 | July 2023 | Allow | 7 | 1 | 0 | No | No |
| 18071636 | VOICE CONFERENCE APPARATUS, VOICE CONFERENCE SYSTEM AND VOICE CONFERENCE METHOD | November 2022 | January 2025 | Allow | 26 | 1 | 0 | No | No |
| 17977387 | INDUCING VARIATION IN USER EXPERIENCE PARAMETERS BASED ON OUTCOMES THAT PROMOTE RIDER SAFETY IN INTELLIGENT TRANSPORTATION SYSTEMS | October 2022 | December 2023 | Allow | 14 | 2 | 0 | Yes | No |
| 17977972 | ARTIFICIAL INTELLIGENCE SYSTEM FOR PROCESSING VOICE OF RIDER TO IMPROVE EMOTIONAL STATE AND OPTIMIZE OPERATING PARAMETER OF VEHICLE | October 2022 | April 2024 | Allow | 18 | 2 | 0 | Yes | No |
| 17977121 | OPTIMIZING MARGIN OF SAFETY BASED ON HUMAN OPERATOR INTERACTION DATA FROM OPERATORS OR VEHICLE SAFETY EVENTS | October 2022 | August 2024 | Allow | 21 | 3 | 0 | Yes | No |
| 18051507 | TEXT-TO-SPEECH SYSTEM WITH VARIABLE FRAME RATE | October 2022 | November 2025 | Allow | 36 | 1 | 0 | No | No |
| 17977550 | THREE DIFFERENT NEURAL NETWORKS TO OPTIMIZE THE STATE OF THE VEHICLE USING SOCIAL DATA | October 2022 | August 2023 | Allow | 10 | 1 | 0 | No | No |
| 17976835 | NEURAL NETWORK FOR IMPROVING THE STATE OF A RIDER IN INTELLIGENT TRANSPORTATION SYSTEMS | October 2022 | June 2024 | Allow | 20 | 4 | 0 | Yes | No |
| 17976854 | INDUCING VARIATION IN USER EXPERIENCE PARAMETERS BASED ON SENSED RIDER PHYSIOLOGICAL DATA IN INTELLIGENT TRANSPORTATION SYSTEMS | October 2022 | March 2025 | Allow | 29 | 4 | 0 | Yes | No |
| 17937524 | NATURAL LANGUAGE PROCESSING TECHNIQUES USING JOINT SENTIMENT-TOPIC MODELING | October 2022 | July 2023 | Allow | 9 | 2 | 0 | No | No |
| 17829731 | Methods for Reinforcement Document Transformer for Multimodal Conversations and Devices Thereof | June 2022 | August 2025 | Allow | 38 | 2 | 1 | No | No |
| 17749472 | Applied Artificial Intelligence Technology for Natural Language Generation Using a Graph Data Structure | May 2022 | August 2025 | Allow | 39 | 1 | 0 | Yes | No |
| 17739383 | METHOD FOR GENERATING TRAINING DATA AND METHOD FOR POST-PROCESSING OF SPEECH RECOGNITION USING THE SAME | May 2022 | September 2024 | Allow | 29 | 2 | 0 | No | No |
| 17730027 | SYSTEMS AND METHODS TO IDENTIFY PRODUCTS FROM VERBAL UTTERANCES | April 2022 | May 2024 | Allow | 25 | 0 | 0 | No | No |
| 17713673 | METHOD AND APPARATUS FOR SEGMENTING A MEDICAL TEXT REPORT INTO SECTIONS | April 2022 | March 2025 | Allow | 35 | 1 | 0 | No | No |
| 17656845 | VEHICLE REMOTE ASSISTANCE SYSTEM, REMOTE ASSISTANCE APPARATUS, REMOTE ASSISTANCE METHOD, AND REMOTE ASSISTANCE PROGRAM | March 2022 | September 2023 | Allow | 18 | 1 | 0 | No | No |
| 17701775 | SENTENCE PARAPHRASE METHOD AND APPARATUS, AND METHOD AND APPARATUS FOR TRAINING SENTENCE PARAPHRASE MODEL | March 2022 | August 2024 | Allow | 29 | 1 | 0 | Yes | No |
| 17701700 | MATERIAL TESTING MACHINE AND PARTICLE ANALYZING APPARATUS | March 2022 | April 2025 | Allow | 37 | 2 | 0 | No | No |
| 17762322 | INFORMATION-PROCESSING APPARATUS, INFORMATION-PROCESSING METHOD, AND PROGRAM | March 2022 | February 2025 | Allow | 35 | 2 | 0 | No | No |
| 17698018 | IDENTIFYING HIGH EFFORT STATEMENTS FOR CALL CENTER SUMMARIES | March 2022 | January 2024 | Allow | 22 | 0 | 0 | No | No |
| 17675189 | SYSTEMS AND METHODS FOR EXTRACTING INFORMATION FROM A DIALOGUE | February 2022 | July 2025 | Allow | 41 | 1 | 0 | No | No |
| 17586972 | SENTIMENT PROGRESSION ANALYSIS | January 2022 | October 2023 | Allow | 20 | 1 | 0 | Yes | No |
| 17579007 | CONCEPT SYSTEM FOR A NATURAL LANGUAGE UNDERSTANDING (NLU) FRAMEWORK | January 2022 | August 2024 | Allow | 31 | 1 | 0 | Yes | No |
| 17619533 | METHOD OF TRAINING CLASSIFICATION MODEL, METHOD OF CLASSIFYING SAMPLE, AND DEVICE | December 2021 | May 2025 | Allow | 41 | 1 | 0 | No | No |
| 17521713 | TRAINING OF SPEECH RECOGNITION SYSTEMS | November 2021 | March 2025 | Allow | 40 | 5 | 0 | Yes | No |
| 17488661 | Enhancing ASR System Performance for Agglutinative Languages | September 2021 | January 2024 | Allow | 28 | 1 | 0 | Yes | No |
| 17440550 | SIGNAL PROCESSING DEVICE AND METHOD, AND PROGRAM | September 2021 | October 2024 | Abandon | 37 | 1 | 0 | No | No |
| 17476333 | METHOD AND DEVICE FOR PROCESSING VOICE INTERACTION, ELECTRONIC DEVICE AND STORAGE MEDIUM | September 2021 | April 2024 | Allow | 31 | 1 | 0 | No | No |
| 17438298 | SYSTEMS AND METHODS FOR FREQUENCY-SPECIFIC LOCALIZATION AND SPEECH COMPREHENSION ENHANCEMENT | September 2021 | January 2025 | Allow | 40 | 1 | 0 | No | No |
| 17429010 | INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHOD | August 2021 | December 2024 | Abandon | 41 | 2 | 0 | No | No |
| 17390573 | METHODS AND SYSTEMS FOR AUTOMATIC CALL DATA GENERATION | July 2021 | March 2024 | Allow | 32 | 2 | 0 | Yes | No |
| 17426622 | ACOUSTIC DEVICE | July 2021 | October 2024 | Abandon | 39 | 2 | 0 | No | No |
| 17426298 | EARPIECE AND EARPHONE | July 2021 | November 2024 | Allow | 39 | 0 | 0 | No | No |
| 17420361 | SOUND OUTPUT APPARATUS AND SOUND OUTPUT METHOD | July 2021 | June 2025 | Abandon | 48 | 2 | 0 | No | No |
| 17420345 | WIRELESS HEADSET AND CONTROL BOX USED FOR WIRELESS HEADSET | July 2021 | September 2024 | Allow | 38 | 1 | 0 | No | No |
| 17304616 | METHOD AND SYSTEM FOR INTERACTIVE SEARCHING BASED ON SEMANTIC SIMILARITY OF SEMANTIC REPRESENTATIONS OF TEXT OBJECTS | June 2021 | November 2024 | Allow | 41 | 1 | 0 | No | No |
| 17338167 | COMPLAINT PRIORITIZATION USING DEEP LEARNING MODEL | June 2021 | December 2023 | Allow | 30 | 1 | 0 | No | No |
| 17320735 | SYSTEMS AND METHODS FOR CLIENT RELATION MANAGEMENT | May 2021 | March 2025 | Allow | 46 | 4 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner HOQUE, NAFIZ E.
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.
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, 22.2% 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.
⚠ 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 HOQUE, NAFIZ E works in Art Unit 2693 and has examined 72 patent applications in our dataset. With an allowance rate of 84.7%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 42 months.
Examiner HOQUE, NAFIZ E's allowance rate of 84.7% places them in the 60% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.
On average, applications examined by HOQUE, NAFIZ E receive 2.90 office actions before reaching final disposition. This places the examiner in the 84% 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.
The median time to disposition (half-life) for applications examined by HOQUE, NAFIZ E is 42 months. This places the examiner in the 19% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.
Conducting an examiner interview provides a +25.9% benefit to allowance rate for applications examined by HOQUE, NAFIZ E. This interview benefit is in the 73% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.
When applicants file an RCE with this examiner, 26.4% 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.
This examiner enters after-final amendments leading to allowance in 51.4% of cases where such amendments are filed. This entry rate is in the 77% percentile among all examiners. Strategic Recommendation: This examiner is highly receptive to after-final amendments compared to other examiners. Per MPEP § 714.12, after-final amendments may be entered "under justifiable circumstances." Consider filing after-final amendments with a clear showing of allowability rather than immediately filing an RCE, as this examiner frequently enters such amendments.
When applicants request a pre-appeal conference (PAC) with this examiner, 100.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 73% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.
This examiner withdraws rejections or reopens prosecution in 88.9% of appeals filed. This is in the 82% percentile among all examiners. Of these withdrawals, 75.0% 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.
When applicants file petitions regarding this examiner's actions, 80.0% are granted (fully or in part). This grant rate is in the 84% 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'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 0.0% of allowed cases (in the 30% percentile). This examiner issues Quayle actions less often than average. Allowances may come directly without a separate action for formal matters.
Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:
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.