Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19039998 | TOP-K INFORMATION PUSH DOWN IN QUERY PLAN INCLUDING INNER JOIN | January 2025 | November 2025 | Allow | 9 | 0 | 0 | No | No |
| 19033400 | AUTOMATIC SCALING FOR TARGETED SWEEP | January 2025 | November 2025 | Allow | 9 | 0 | 0 | No | No |
| 19021870 | Techniques for Concurrent Multi-Generation Garbage Collection | January 2025 | October 2025 | Allow | 9 | 0 | 0 | No | No |
| 18975494 | METHOD AND SYSTEM FOR AI-BASED INTERACTIVE SEARCHES | December 2024 | March 2026 | Allow | 15 | 1 | 0 | No | No |
| 18942117 | SYSTEMS AND METHODS FOR INDEPENDENT AUDIT AND ASSESSMENT FRAMEWORK FOR AI SYSTEMS | November 2024 | February 2026 | Allow | 15 | 1 | 0 | Yes | No |
| 18814276 | SYSTEMS AND METHODS FOR DYNAMIC DATA PROCESSING AND GRAPHICAL USER INTERFACE PROCESSING | August 2024 | August 2025 | Allow | 12 | 1 | 0 | No | No |
| 18808803 | USER INTERFACE FOR REAL-TIME DATA SYNCHRONIZATION WITHIN A DATABASE PLATFORM | August 2024 | July 2025 | Allow | 11 | 1 | 0 | No | No |
| 18747042 | PIPELINED LANGUAGE-INDEPENDENT DATA FORMAT TABLE | June 2024 | September 2025 | Allow | 15 | 1 | 0 | Yes | No |
| 18740183 | CONTENT SEARCH METHOD, APPARATUS, DEVICE, AND MEDIUM | June 2024 | June 2025 | Abandon | 13 | 2 | 0 | Yes | No |
| 18612308 | HYBRID METAVERSE USING EDGE NODES TO SUPPORT A SOFT REPOSITORY FOR EVENT PROCESSING | March 2024 | May 2025 | Allow | 14 | 1 | 0 | No | No |
| 18603192 | DATA RETENTION IN A CRYPTOGRAPHICALLY VERIFIABLE IMMUTABLE DATABASE | March 2024 | December 2025 | Allow | 21 | 1 | 0 | No | No |
| 18583602 | Automated Tool For Determining And Providing Building Information For Multiple Partially Described Proximate Geographical Regions | February 2024 | February 2026 | Allow | 23 | 1 | 0 | Yes | No |
| 18401270 | PERFORMING A SEMANTIC SEARCH ON A DIGITAL MEDIA DATABASE | December 2023 | February 2026 | Allow | 25 | 2 | 0 | Yes | No |
| 18572712 | GRAPH DATA LOADING | December 2023 | December 2025 | Allow | 23 | 1 | 0 | No | No |
| 18529654 | AUTOMATED CONSTRUCTION OF INGREDIENT-FUNCTIONALITY LISTS FOR FORMULATED PRODUCTS USING SEARCH ENGINE RESULT EXCERPTS | December 2023 | February 2025 | Allow | 14 | 1 | 0 | No | No |
| 18383768 | WEB BROWSING | October 2023 | October 2025 | Allow | 24 | 3 | 0 | Yes | No |
| 18372489 | ASSOCIATING A TASK WITH A USER BASED ON USER SELECTION OF A QUERY SUGGESTION | September 2023 | August 2024 | Allow | 10 | 1 | 0 | No | No |
| 18550718 | TRANSFORMER TRANSLATION SYSTEM FOR DEEP LEARNING USING TRIPLE SENTENCE PAIR | September 2023 | January 2026 | Abandon | 28 | 1 | 0 | No | No |
| 18226314 | Moving Window Data Deduplication in Distributed Storage | July 2023 | May 2025 | Allow | 21 | 4 | 0 | Yes | No |
| 18350208 | METHOD AND SYSTEM FOR MEASURING, MONITORING AND ENHANCING USER EXPERIENCE FOR PERSONAS ACROSS THEIR END TO END JOURNEY | July 2023 | March 2025 | Allow | 21 | 2 | 0 | Yes | No |
| 18258766 | IDENTIFYING RELATIONSHIPS IN DATA | June 2023 | September 2025 | Allow | 27 | 1 | 0 | No | No |
| 18210493 | System and Method for Maintaining a Comprehensive Catalog of Hierarchical File Data | June 2023 | August 2024 | Allow | 14 | 1 | 0 | No | No |
| 18200514 | PERFORMING SECONDARY COPY OPERATIONS BASED ON DEDUPLICATION PERFORMANCE | May 2023 | April 2024 | Allow | 11 | 1 | 0 | No | No |
| 18313270 | ADAPTIVE AUTO GARBAGE COLLECTOR IN MVCC DATABASE SYSTEM | May 2023 | June 2025 | Allow | 26 | 1 | 0 | Yes | No |
| 18307731 | INTELLIGENT INTEGRATION SYSTEMS AND METHODS WITH DIGITAL AVATARS | April 2023 | June 2025 | Allow | 26 | 0 | 0 | No | No |
| 18303043 | DIGITAL IMAGE HASH SEARCH TECHNIQUES | April 2023 | November 2025 | Allow | 31 | 3 | 0 | Yes | No |
| 18302234 | MICRO-PARTITION CLUSTERING BASED ON EXPRESSION PROPERTY METADATA | April 2023 | May 2025 | Allow | 25 | 3 | 0 | Yes | No |
| 18301127 | DATA SERIALIZATION IN A DISTRIBUTED EVENT PROCESSING SYSTEM | April 2023 | February 2025 | Allow | 22 | 3 | 0 | Yes | No |
| 18125015 | SYSTEM FOR CONSOLIDATING DATA ATTRIBUTES FOR OPTIMIZING DATA PROCESSING AND A METHOD THEREOF | March 2023 | March 2025 | Allow | 24 | 1 | 0 | No | No |
| 18186425 | PROCESSING SYSTEM FOR AUTOMATED ELECTRONIC RECORD CREATION AND TRANSMISSION | March 2023 | July 2024 | Allow | 16 | 3 | 0 | Yes | No |
| 18185547 | DATA IDENTIFICATION AND EXTRACTION FROM UNSTRUCTURED DOCUMENTS | March 2023 | March 2026 | Allow | 36 | 2 | 0 | Yes | No |
| 18160810 | SOCIAL COMMUNITIES ASSISTANT | January 2023 | February 2024 | Abandon | 13 | 1 | 0 | No | No |
| 18160254 | DATA DISCOVERY SOLUTION FOR DATA CURATION | January 2023 | October 2024 | Allow | 21 | 1 | 0 | Yes | No |
| 18095309 | CONTEXT-AWARE DATA REQUESTS FOR A SERVICE IN A DISTRIBUTED ENVIRONMENT | January 2023 | May 2024 | Allow | 16 | 1 | 0 | No | No |
| 18094481 | TIME-TO-RUN COLUMN FOR DATABASE MANAGEMENT SYSTEMS | January 2023 | February 2024 | Allow | 14 | 1 | 0 | Yes | No |
| 18094891 | BACKING UP DATABASE FILES IN A DISTRIBUTED SYSTEM | January 2023 | December 2025 | Allow | 35 | 3 | 0 | Yes | No |
| 18147507 | METHOD FOR REPLAYING LOG ON DATA NODE, DATA NODE, AND SYSTEM | December 2022 | June 2024 | Allow | 17 | 1 | 0 | No | No |
| 18146774 | Device and method for generating look up table | December 2022 | January 2025 | Allow | 25 | 1 | 0 | Yes | No |
| 18086571 | METHOD AND SERVER FOR CREATING A TABLE AND DB I/O OBJECTS IN RDB MIGRATION PROCESS | December 2022 | July 2024 | Abandon | 19 | 1 | 0 | No | No |
| 18084289 | SYSTEM AND METHOD FOR PROVIDING TECHNOLOGY ASSISTED DATA REVIEW WITH OPTIMIZING FEATURES | December 2022 | August 2023 | Allow | 8 | 1 | 0 | No | No |
| 18061625 | METHOD AND SYSTEM FOR LITERACY ADAPTIVE CONTENT PERSONALIZATION | December 2022 | July 2025 | Allow | 31 | 5 | 0 | Yes | No |
| 18073034 | METHOD AND APPARATUS FOR FINE-GRAINED HIERARCHICAL LOCKING IN A MULTI-MASTER DATABASE SYSTEM | December 2022 | April 2025 | Allow | 28 | 2 | 0 | No | No |
| 18070450 | DATA MIGRATION METHOD AND DEVICE | November 2022 | May 2025 | Allow | 41 | 4 | 0 | Yes | No |
| 18057875 | SYSTEMS AND METHODS FOR DYNAMIC DATA PROCESSING AND GRAPHICAL USER INTERFACE PROCESSING | November 2022 | April 2024 | Allow | 17 | 3 | 0 | Yes | No |
| 17972807 | WEB BROWSING | October 2022 | September 2023 | Allow | 11 | 2 | 0 | Yes | No |
| 17921033 | OBTAINING AN AUTOENCODER MODEL FOR THE PURPOSE OF PROCESSING METRICS OF A TARGET SYSTEM | October 2022 | January 2026 | Abandon | 39 | 1 | 0 | No | No |
| 17967286 | TRANSACTION-AWARE TABLE PLACEMENT | October 2022 | October 2024 | Abandon | 24 | 1 | 0 | No | No |
| 17906995 | METHOD FOR CALIBRATING PARAMETERS OF HYDROLOGY FORECASTING MODEL BASED ON DEEP REINFORCEMENT LEARNING | September 2022 | January 2026 | Allow | 39 | 1 | 0 | Yes | No |
| 17942349 | PERSONALIZED WHOLE SEARCH PAGE ORGANIZATION AND RELEVANCE | September 2022 | October 2025 | Allow | 37 | 4 | 0 | Yes | Yes |
| 17890745 | GRAPHICAL USER INTERFACE OF AN INVOICE MANAGEMENT SYSTEM USING A TIMELINE DATA VISUALIZATION | August 2022 | May 2024 | Abandon | 21 | 1 | 0 | No | No |
| 17890514 | HYBRID METAVERSE USING EDGE NODES TO SUPPORT A SOFT REPOSITORY FOR EVENT PROCESSING | August 2022 | January 2024 | Allow | 17 | 0 | 0 | No | No |
| 17890815 | METHOD AND DEVICE FOR DATA SHARING | August 2022 | March 2024 | Abandon | 19 | 1 | 0 | No | No |
| 17882828 | RECORD MATCHING MODEL USING DEEP LEARNING FOR IMPROVED SCALABILITY AND ADAPTABILITY | August 2022 | August 2023 | Abandon | 12 | 1 | 0 | No | No |
| 17818220 | SYSTEMS AND METHODS FOR GENERATING ITINERARY-RELATED RECOMMENDATIONS AND/OR PREDICTIONS FOR A USER | August 2022 | August 2025 | Abandon | 36 | 4 | 0 | Yes | No |
| 17876660 | Moving Window Data Deduplication in Distributed Storage | July 2022 | May 2023 | Allow | 9 | 1 | 0 | Yes | No |
| 17790950 | SYSTEMS AND METHODS FOR DISTRIBUTED LEARNING FOR WIRELESS EDGE DYNAMICS | July 2022 | December 2025 | Allow | 41 | 1 | 0 | No | No |
| 17853673 | APPARATUS AND METHOD FOR MAINTAINING A MACHINE LEARNING MODEL REPOSITORY | June 2022 | September 2025 | Abandon | 38 | 3 | 0 | No | No |
| 17850930 | SITE RECOMMENDATION METHOD, ELECTRONIC DEVICE, AND STORAGE MEDIUM | June 2022 | April 2024 | Allow | 22 | 2 | 0 | No | No |
| 17829204 | PERSISTENT MESSAGE PASSING FOR GRAPH NEURAL NETWORKS | May 2022 | May 2025 | Allow | 36 | 0 | 0 | No | No |
| 17735994 | APPARATUS AND METHOD FOR FORMING CONNECTIONS WITH UNSTRUCTURED DATA SOURCES | May 2022 | September 2025 | Abandon | 40 | 3 | 0 | No | No |
| 17661339 | MULTI-SENSORY CONTENT AUTHORSHIP AID | April 2022 | May 2023 | Allow | 13 | 1 | 0 | Yes | No |
| 17680887 | SYSTEMS AND METHODS FOR QUERYING A DISTRIBUTED INVENTORY OF VISUAL DATA | February 2022 | November 2023 | Allow | 20 | 3 | 0 | Yes | No |
| 17678942 | APPARATUS AND METHOD FOR AGGREGATING AND EVALUATING MULTIMODAL, TIME-VARYING ENTITIES | February 2022 | September 2023 | Allow | 19 | 0 | 0 | Yes | No |
| 17677959 | REMOTE STORAGE OF SENSITIVE DATA FOR EDITABLE TABLES | February 2022 | April 2025 | Allow | 38 | 2 | 0 | No | No |
| 17677112 | INFORMATION PROVIDING APPARATUS, INFORMATION PROVIDING METHOD, AND NON-TRANSITORY STORAGE MEDIUM | February 2022 | February 2025 | Abandon | 36 | 2 | 0 | Yes | No |
| 17591613 | REPLICATION OF INVENTORY DATA ACROSS MULTIPLE SOFTWARE-DEFINED DATA CENTERS | February 2022 | February 2024 | Allow | 24 | 1 | 0 | Yes | No |
| 17631946 | METHOD FOR CONFIGURING PRIORITY LEVEL, CLOUD PLATFORM, SYSTEM, COMPUTING DEVICE, AND MEDIUM | February 2022 | August 2024 | Allow | 30 | 2 | 0 | Yes | No |
| 17589113 | UTILIZATION-BASED TRACKING DATA RETENTION CONTROL | January 2022 | September 2024 | Abandon | 31 | 2 | 0 | Yes | No |
| 17561368 | AUTOMATIC QUANTUM SEARCHING OF OBJECT DATABASES | December 2021 | September 2023 | Allow | 21 | 1 | 0 | Yes | No |
| 17546459 | USER INTERFACE FOR REAL-TIME DATA SYNCHRONIZATION WITHIN A DATABASE PLATFORM | December 2021 | June 2024 | Allow | 30 | 2 | 0 | Yes | No |
| 17532023 | LOGFILE COLLECTION AND CONSOLIDATION | November 2021 | April 2025 | Allow | 41 | 5 | 0 | Yes | No |
| 17523078 | METHOD FOR AUTOMATICALLY GENERATING NEWS EVENTS OF A CERTAIN TOPIC AND ELECTRONIC DEVICE APPLYING THE SAME | November 2021 | March 2024 | Allow | 28 | 1 | 0 | No | No |
| 17488043 | APPARATUS AND METHOD FOR TRANSFORMING UNSTRUCTURED DATA SOURCES INTO BOTH RELATIONAL ENTITIES AND MACHINE LEARNING MODELS THAT SUPPORT STRUCTURED QUERY LANGUAGE QUERIES | September 2021 | June 2023 | Allow | 21 | 1 | 0 | No | No |
| 17475542 | PROACTIVE CONTEXTUAL AND PERSONALIZED SEARCH QUERY IDENTIFICATION | September 2021 | May 2025 | Allow | 44 | 3 | 0 | Yes | No |
| 17475828 | Vehicle and Method of Controlling the Same | September 2021 | August 2024 | Allow | 35 | 1 | 0 | No | No |
| 17472316 | SYSTEMS AND METHODS FOR MANAGEMENT OF CONTACT INFORMATION | September 2021 | January 2024 | Abandon | 28 | 3 | 0 | Yes | No |
| 17468454 | Method And System For Measuring, Monitoring And Enhancing User Experience For Personas Across Their End To End Journey | September 2021 | June 2023 | Allow | 21 | 2 | 0 | No | No |
| 17406368 | SYSTEMS AND METHODS FOR VALIDATING AND UPDATING MEDICAL RECORD DATA | August 2021 | June 2025 | Allow | 46 | 3 | 0 | Yes | No |
| 17390951 | AUTOMATED DATA SUPPLEMENTATION AND VERIFICATION | July 2021 | June 2024 | Allow | 35 | 4 | 0 | Yes | No |
| 17387935 | SALIENCY-BASED COMPRESSION | July 2021 | July 2025 | Allow | 47 | 4 | 0 | Yes | No |
| 17383834 | SYSTEM AND METHOD FOR IMAGE FILE GENERATION USING A WEB BROWSER | July 2021 | June 2025 | Abandon | 47 | 6 | 0 | Yes | No |
| 17377914 | PROCESSING SYSTEM FOR AUTOMATED ELECTRONIC RECORD CREATION AND TRANSMISSION | July 2021 | January 2023 | Allow | 18 | 1 | 0 | Yes | No |
| 17324823 | DETERMINING INCONSISTENCIES IN DIGITAL EVIDENCE | May 2021 | September 2023 | Allow | 28 | 1 | 0 | Yes | No |
| 17313445 | SYSTEM AND METHOD FOR PROVIDING TECHNOLOGY ASSISTED DATA REVIEW WITH OPTIMIZING FEATURES | May 2021 | September 2022 | Allow | 16 | 0 | 0 | Yes | No |
| 17306169 | METHODS, SYSTEMS, AND MEDIA FOR GENERATING SEARCH RESULTS BASED ON CONTEXTUAL INFORMATION | May 2021 | November 2023 | Allow | 30 | 3 | 0 | No | No |
| 17233922 | REDUCING A SIZE OF METADATA FOR ONLINE DEDUPLICATION OPERATIONS | April 2021 | June 2025 | Allow | 50 | 5 | 0 | Yes | No |
| 17221499 | AUGMENTED SEARCH SYSTEM AND METHOD | April 2021 | November 2024 | Abandon | 43 | 3 | 0 | Yes | No |
| 17164083 | Self-Learning and Repairing Robotic Process Automation for Telecom Expense Management | February 2021 | June 2024 | Allow | 40 | 0 | 0 | No | No |
| 17162607 | MULTIPLE MODALITIES OF DATA COLLECTION AND ANALYSIS FOR REAL-TIME MONITORING (RUM) IN A MICROSERVICES-BASED ARCHITECTURE | January 2021 | May 2024 | Allow | 40 | 3 | 0 | Yes | No |
| 17135051 | METHOD OF AND SYSTEM FOR RANKING SUBGRAPHS AS POTENTIAL EXPLANATIONS FOR GRAPH CLASSIFICATION | December 2020 | May 2022 | Allow | 16 | 0 | 0 | No | No |
| 17130482 | Natural Language Analytics Queries | December 2020 | December 2022 | Allow | 24 | 1 | 0 | No | No |
| 16973974 | SYSTEM CONFIGURATION DERIVATION DEVICE, METHOD, AND PROGRAM | December 2020 | April 2022 | Allow | 16 | 0 | 0 | No | No |
| 17081700 | VERSATILE DATA REDUCTION FOR INTERNET OF THINGS | October 2020 | April 2024 | Allow | 41 | 5 | 0 | No | No |
| 17062242 | DATA DISCOVERY SOLUTION FOR DATA CURATION | October 2020 | October 2022 | Allow | 24 | 0 | 0 | Yes | No |
| 17007495 | Moving Window Data Deduplication in Distributed Storage | August 2020 | May 2022 | Allow | 20 | 2 | 0 | Yes | No |
| 16943003 | ASSOCIATING A TASK WITH A USER BASED ON USER SELECTION OF A QUERY SUGGESTION | July 2020 | May 2023 | Allow | 34 | 2 | 0 | Yes | No |
| 16942346 | SUPPRESSING A DUPLICATE LISTING FROM SEARCH RESULTS GENERATED BY A PROVIDER SYSTEM | July 2020 | July 2023 | Allow | 35 | 3 | 0 | Yes | No |
| 16939482 | INTERFACE AGNOSTIC VALIDATED UNIFIED PLATFORM QUERIES | July 2020 | August 2024 | Allow | 49 | 5 | 0 | No | No |
| 16923110 | INDUSTRIAL INFORMATION IDENTIFICATION AND RETRIEVAL SYSTEM | July 2020 | May 2023 | Allow | 34 | 4 | 0 | Yes | No |
| 16901161 | Systems and methods for creating, editing, storing and retrieving knowledge contained in specification documents | June 2020 | September 2024 | Allow | 51 | 4 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner SINGH, AMRESH.
With a 21.4% 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.
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, 15.6% 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.
⚠ 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 SINGH, AMRESH works in Art Unit 2159 and has examined 568 patent applications in our dataset. With an allowance rate of 76.8%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 42 months.
Examiner SINGH, AMRESH's allowance rate of 76.8% places them in the 43% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.
On average, applications examined by SINGH, AMRESH receive 3.39 office actions before reaching final disposition. This places the examiner in the 93% 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 SINGH, AMRESH is 42 months. This places the examiner in the 18% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.
Conducting an examiner interview provides a +24.5% benefit to allowance rate for applications examined by SINGH, AMRESH. This interview benefit is in the 71% 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, 21.2% of applications are subsequently allowed. This success rate is in the 25% percentile among all examiners. Strategic Insight: RCEs show lower effectiveness with this examiner compared to others. Consider whether a continuation application might be more strategic, especially if you need to add new matter or significantly broaden claims.
This examiner enters after-final amendments leading to allowance in 24.9% of cases where such amendments are filed. This entry rate is in the 33% percentile among all examiners. Strategic Recommendation: This examiner shows below-average receptiveness to after-final amendments. You may need to file an RCE or appeal rather than relying on after-final amendment entry.
When applicants request a pre-appeal conference (PAC) with this examiner, 38.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 36% percentile among all examiners. Note: Pre-appeal conferences show below-average success with this examiner. Consider whether your arguments are strong enough to warrant a PAC request.
This examiner withdraws rejections or reopens prosecution in 50.6% of appeals filed. This is in the 22% percentile among all examiners. Of these withdrawals, 37.2% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner rarely withdraws rejections during the appeal process compared to other examiners. If you file an appeal, be prepared to fully prosecute it to a PTAB decision. Per MPEP § 1207, the examiner will prepare an Examiner's Answer maintaining the rejections.
When applicants file petitions regarding this examiner's actions, 37.3% are granted (fully or in part). This grant rate is in the 25% percentile among all examiners. Strategic Note: Petitions show below-average success regarding this examiner's actions. Ensure you have a strong procedural basis before filing.
Examiner's Amendments: This examiner makes examiner's amendments in 1.9% of allowed cases (in the 74% percentile). This examiner makes examiner's amendments more often than average to place applications in condition for allowance (MPEP § 1302.04).
Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 12% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically 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.