Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18737391 | GRAPHICAL USER INTERFACE AND PIPELINE FOR TEXT ANALYTICS | June 2024 | March 2025 | Allow | 10 | 2 | 0 | Yes | No |
| 18737520 | GRAPHICAL USER INTERFACE AND PIPELINE FOR TEXT ANALYTICS | June 2024 | November 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18615319 | GRAPHICAL USER INTERFACE AND PIPELINE FOR TEXT ANALYTICS | March 2024 | September 2024 | Allow | 5 | 1 | 0 | Yes | No |
| 18524625 | IDENTIFICATION AND REMEDIATION OF ISSUES ENCOUNTERED ON A USER INTERFACE OF A WEB-BASED SYSTEM | November 2023 | January 2025 | Allow | 13 | 0 | 0 | Yes | No |
| 18517700 | GENERATING SYNTHETIC TIME SERIES DATASETS HAVING CHANGE POINTS | November 2023 | March 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18515731 | UNIFIED PERSISTENCE OVERALL FEATURE | November 2023 | December 2024 | Allow | 13 | 0 | 0 | No | No |
| 18489894 | ANOMALY DETECTION FOR TIME SERIES DATA | October 2023 | April 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18286490 | METHOD AND SYSTEM FOR TRANSMITTING MONITORING DATA, AND PERIPHERY DEVICE | October 2023 | August 2024 | Abandon | 10 | 1 | 0 | No | No |
| 18482699 | APPLYING GEOTAGS TO IMAGES FOR IDENTIFYING EXPLORATION OPPORTUNITIES | October 2023 | January 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18480535 | COMPUTER-READABLE RECORDING MEDIUM STORING INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING DEVICE | October 2023 | July 2024 | Allow | 9 | 0 | 0 | No | No |
| 18470184 | DATA QUERY METHOD AND APPARATUS BASED ON DORIS, STORAGE MEDIUM AND DEVICE | September 2023 | March 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18368423 | METHOD AND APPARATUS FOR MEDIA SCENE DESCRIPTION | September 2023 | December 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 18466967 | AUTOMATIC DISPATCH OF MULTIPLE TABLES INTO CONSISTENCY GROUPS WITHIN AN ACTIVE-ACTIVE SOLUTION | September 2023 | September 2024 | Allow | 12 | 1 | 0 | No | No |
| 18461388 | FLOW GRAPH CALCULATION AND STORAGE METHOD AND SYSTEM | September 2023 | April 2025 | Allow | 20 | 2 | 0 | No | No |
| 18240866 | DATASET PREPARATION | August 2023 | May 2025 | Allow | 20 | 4 | 0 | Yes | No |
| 18458294 | MANAGEMENT OF REPEATEDLY SEEN DATA | August 2023 | November 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 18456822 | EPHEMERAL GRAPH DATABASE | August 2023 | November 2024 | Allow | 14 | 1 | 0 | No | No |
| 18366053 | FLEXIBLE TIERING OF SNAPSHOTS TO ARCHIVAL STORAGE IN REMOTE OBJECT STORES | August 2023 | October 2024 | Allow | 14 | 1 | 0 | Yes | No |
| 18231120 | COMPUTATION MODULE CONFIGURED TO ESTIMATE RESOURCE FOR TARGET POINT FROM KNOWN RESOURCES OF DOTS NEAR THE TARGET POINT | August 2023 | September 2024 | Allow | 14 | 1 | 0 | No | No |
| 18362956 | VERIFYING STRUCTURED DATA | July 2023 | October 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 18227873 | SERVICE PROVIDING APPARATUS AND METHOD FOR PROVIDING SEARCH PATH | July 2023 | March 2025 | Allow | 19 | 1 | 0 | No | No |
| 18318772 | VIDEO FINGERPRINTING | May 2023 | June 2025 | Allow | 25 | 3 | 0 | Yes | No |
| 18318551 | SYSTEMS AND METHODS FOR EXPORTING, PUBLISHING, BROWSING AND INSTALLING ON-DEMAND APPLICATIONS IN A MULTI-TENANT DATABASE ENVIRONMENT | May 2023 | October 2024 | Allow | 17 | 1 | 0 | Yes | No |
| 18313412 | METHOD AND SYSTEM TO DISCOVER AND MANAGE DISTRIBUTED APPLICATIONS IN VIRTUALIZATION ENVIRONMENTS | May 2023 | November 2024 | Allow | 18 | 1 | 0 | No | No |
| 18297957 | SYSTEMS AND METHODS FOR EXPEDITED LARGE FILE PROCESSING | April 2023 | June 2024 | Allow | 14 | 1 | 0 | Yes | No |
| 18192381 | APPARATUS, METHOD AND STORAGE MEDIUM FOR DATABASE QUERY | March 2023 | January 2025 | Allow | 22 | 2 | 0 | Yes | No |
| 18191704 | PAGE-LEVEL RERANKING FOR RECOMMENDATION | March 2023 | September 2024 | Allow | 18 | 1 | 0 | No | No |
| 18183111 | TARGETED CROWD SOURCING FOR METADATA MANAGEMENT ACROSS DATA SETS | March 2023 | April 2025 | Allow | 25 | 2 | 0 | No | No |
| 18181785 | AUTOMATICALLY GENERATING SEARCH INDEXES FOR EXPEDITING SEARCHING OF A COMPUTERIZED DATABASE | March 2023 | January 2025 | Allow | 23 | 2 | 0 | Yes | No |
| 18174535 | LANGUAGE INTEROPERABLE RUNTIME ADAPTABLE DATA COLLECTIONS | February 2023 | August 2024 | Allow | 18 | 2 | 0 | No | No |
| 18023124 | VIDEO SEARCH SYSTEM, VIDEO SEARCH METHOD, AND COMPUTER PROGRAM | February 2023 | September 2024 | Abandon | 19 | 1 | 0 | No | No |
| 18113583 | DATA ARCHIVE RELEASE IN CONTEXT OF DATA OBJECT | February 2023 | April 2024 | Allow | 14 | 1 | 0 | No | No |
| 18022412 | TRADING SYSTEM | February 2023 | September 2024 | Allow | 19 | 1 | 0 | Yes | No |
| 18162513 | TABLE DATA PROCESSING USING PARTITION METADATA | January 2023 | June 2023 | Allow | 4 | 1 | 0 | No | No |
| 18159103 | ETHICS-BASED MULTI-MODAL USER POST MONITORING | January 2023 | February 2024 | Allow | 13 | 0 | 0 | No | No |
| 18097167 | AUTOMATED SERVER-SIDE REFERENCE MAPPING IN RESOURCE REGISTRIES | January 2023 | October 2024 | Allow | 21 | 2 | 0 | Yes | No |
| 18094549 | ADJUSTABLE GARBAGE COLLECTION SUSPENSION INTERVAL | January 2023 | April 2024 | Allow | 15 | 1 | 0 | No | No |
| 18149306 | GENERATING CONTEXT TREE DATA BASED ON A TAILORED DATA MODEL | January 2023 | February 2024 | Allow | 13 | 1 | 0 | No | No |
| 18058149 | DOCUMENT TRACKING THROUGH VERSION HASH LINKED GRAPHS | November 2022 | October 2024 | Allow | 23 | 3 | 0 | No | No |
| 17988834 | HIGH-PERFORMANCE DATA LAKE SYSTEM AND DATA STORAGE METHOD | November 2022 | June 2023 | Allow | 7 | 1 | 0 | No | No |
| 18055497 | DETERMINING DATA CATEGORIZATIONS BASED ON AN ONTOLOGY AND A MACHINE-LEARNING MODEL | November 2022 | March 2024 | Allow | 16 | 2 | 0 | No | No |
| 18052200 | DATA STORAGE COMPUTING DEVICE FOR KEYWORD BASED SEARCH AND CONTROL METHOD FOR USER COMPUTING DEVICE THEREOF | November 2022 | July 2024 | Abandon | 20 | 1 | 0 | No | No |
| 17973263 | METHODS FOR EXTENDING A PROOF-OF-SPACE-TIME BLOCKCHAIN | October 2022 | August 2024 | Allow | 22 | 2 | 0 | No | No |
| 17972688 | DEDUPLICATION FOR CLOUD STORAGE OPERATIONS | October 2022 | April 2024 | Allow | 17 | 1 | 0 | No | No |
| 17973248 | METHOD AND DEVICE FOR MANAGING THE INDEX PERFORMED IN ACTIVE-ACTIVE DATABASE CLUSTER ENVIRONMENT | October 2022 | April 2024 | Allow | 18 | 1 | 0 | No | No |
| 17972371 | INTELLIGENT PROTECTION OF COMPUTING SNAPSHOTS | October 2022 | March 2024 | Allow | 17 | 1 | 0 | Yes | No |
| 17965743 | DATA TRANSLATION AND INTEROPERABILITY | October 2022 | September 2023 | Allow | 20 | 2 | 0 | No | No |
| 18046093 | SYSTEMS AND METHODS OF RETROSPECTIVELY DETERMINING HOW SUBMITTED DATA TRANSACTION REQUESTS OPERATE AGAINST A DYNAMIC DATA STRUCTURE | October 2022 | November 2023 | Allow | 13 | 1 | 0 | No | No |
| 17934458 | Adjusting Storage Delivery In A Storage System | September 2022 | February 2024 | Allow | 17 | 2 | 0 | Yes | No |
| 17939610 | MANAGEMENT DEVICE, MANAGEMENT METHOD, AND NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM | September 2022 | September 2024 | Abandon | 24 | 2 | 0 | No | No |
| 17939141 | Database Join Operations With Early Filtering | September 2022 | December 2024 | Allow | 27 | 3 | 0 | Yes | Yes |
| 17892080 | FRAMEWORK FOR EXPOSING NETWORK ACTIVITIES | August 2022 | November 2023 | Allow | 15 | 1 | 0 | No | No |
| 17799932 | INFORMATION MANAGEMENT METHOD, INFORMATION MANAGEMENT PROGRAM, AND INFORMATION MANAGEMENT DEVICE | August 2022 | February 2024 | Allow | 18 | 1 | 0 | Yes | No |
| 17819156 | DEDUPLICATION OF MEDIA FILES | August 2022 | October 2023 | Allow | 14 | 1 | 0 | No | No |
| 17873008 | IMAGE SCALING CLOUD DATABASE | July 2022 | October 2023 | Allow | 15 | 1 | 0 | No | No |
| 17872889 | SYSTEMS AND METHODS FOR PROCESSING ENVIRONMENTAL, SOCIAL AND GOVERNANCE DATA | July 2022 | January 2024 | Allow | 17 | 1 | 0 | No | No |
| 17809203 | TABLE DATA PROCESSING USING A CHANGE TRACKING COLUMN | June 2022 | November 2023 | Allow | 16 | 1 | 0 | No | No |
| 17808340 | SELF HEALING FAST SYNC ANY POINT IN TIME REPLICATION SYSTEMS USING AUGMENTED MERKLE TREES | June 2022 | November 2023 | Allow | 16 | 1 | 0 | Yes | No |
| 17833805 | DATA STORAGE SYSTEM FOR PROVIDING LOW LATENCY SEARCH QUERY RESPONSES | June 2022 | February 2024 | Abandon | 21 | 1 | 0 | No | No |
| 17748424 | COMPUTER-READABLE RECORDING MEDIUM STORING INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING APPARATUS | May 2022 | December 2023 | Allow | 19 | 1 | 0 | No | No |
| 17741895 | SYSTEM AND METHODS FOR DETERMINING CHARACTER STRENGTH VIA APPLICATION PROGRAMMING INTERFACE | May 2022 | December 2023 | Allow | 19 | 1 | 0 | No | No |
| 17736861 | SYSTEMS AND METHODS FOR DEMOTION OF CONTENT ITEMS IN A FEED | May 2022 | March 2024 | Abandon | 23 | 2 | 0 | No | No |
| 17715895 | SYSTEM AND METHOD OF ENABLING AND MANAGING PROACTIVE COLLABORATION | April 2022 | April 2024 | Allow | 25 | 2 | 0 | No | No |
| 17657572 | GENERATING AND UTILIZING DIGITAL MEDIA CLIPS BASED ON CONTEXTUAL METADATA FROM DIGITAL ENVIRONMENTS | March 2022 | May 2023 | Allow | 13 | 0 | 0 | No | No |
| 17655657 | SYSTEMS AND METHODS FOR EXPORTING, PUBLISHING, BROWSING AND INSTALLING ON-DEMAND APPLICATIONS IN A MULTI-TENANT DATABASE ENVIRONMENT | March 2022 | February 2023 | Allow | 11 | 0 | 0 | No | No |
| 17700030 | SYSTEMS AND METHODS FOR INTERLEAVING SEARCH RESULTS | March 2022 | November 2023 | Allow | 20 | 2 | 0 | Yes | No |
| 17653527 | TABLE DATA PROCESSING USING A CHANGE TRACKING STREAM | March 2022 | April 2022 | Allow | 2 | 0 | 0 | No | No |
| 17684598 | Device and a Method for Indexing Snapshots of Multiple File Systems | March 2022 | February 2024 | Allow | 23 | 1 | 0 | Yes | No |
| 17667416 | SYSTEMS AND METHODS FOR INTERACTION BETWEEN MULTIPLE COMPUTING DEVICES TO PROCESS DATA RECORDS | February 2022 | June 2023 | Allow | 16 | 1 | 0 | Yes | No |
| 17580416 | ELECTRONIC RECEIPT MANAGER APPARATUSES, METHODS AND SYSTEMS | January 2022 | February 2023 | Allow | 13 | 1 | 0 | Yes | No |
| 17566920 | STORAGE OF ORDER BOOKS WITH PERSISTENT DATA STRUCTURES | December 2021 | September 2023 | Allow | 20 | 1 | 0 | No | No |
| 17645978 | FINDING SIMILARITIES BETWEEN FILES STORED IN A STORAGE SYSTEM | December 2021 | August 2024 | Abandon | 31 | 3 | 0 | No | No |
| 17620627 | METHOD AND APPARATUS FOR ENCAPSULATING PANORAMA IMAGES IN A FILE | December 2021 | July 2023 | Allow | 19 | 1 | 0 | No | No |
| 17548425 | METHODS AND APPARATUS FOR EFFICIENTLY SCALING REAL-TIME INDEXING | December 2021 | May 2022 | Allow | 6 | 1 | 0 | Yes | No |
| 17596141 | APPLYING GEOTAGS TO IMAGES FOR IDENTIFYING EXPLORATION OPPORTUNITIES | December 2021 | July 2023 | Allow | 20 | 1 | 0 | Yes | No |
| 17455519 | REVERSE DELETION OF A CHAIN OF SNAPSHOTS | November 2021 | May 2023 | Allow | 18 | 1 | 0 | Yes | No |
| 17512885 | SOURCE NAMESPACE AND FILE COPYING | October 2021 | January 2023 | Allow | 14 | 0 | 0 | Yes | No |
| 17506234 | DELETION OF SNAPSHOT OF FILESYSTEM | October 2021 | June 2023 | Allow | 20 | 1 | 0 | Yes | No |
| 17506306 | GLOBAL TRACKING OF VIRTUAL INODE NUMBERS IN SNAP-BASED FILESYSTEMS | October 2021 | May 2023 | Allow | 19 | 1 | 0 | Yes | No |
| 17491106 | TRANSACTIONAL PROCESSING OF CHANGE TRACKING DATA | September 2021 | January 2022 | Allow | 3 | 1 | 0 | No | No |
| 17477134 | METHOD AND APPARATUS FOR MEDIA SCENE DESCRIPTION | September 2021 | June 2023 | Allow | 21 | 1 | 0 | Yes | No |
| 17593128 | DATA PROCESSING METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM | September 2021 | October 2023 | Allow | 25 | 2 | 0 | No | No |
| 17402258 | COMPUTATION MODULE CONFIGURED TO ESTIMATE RESOURCE FOR TARGET POINT FROM KNOWN RESOURCES OF DOTS NEAR THE TARGET POINT | August 2021 | May 2023 | Allow | 21 | 1 | 0 | Yes | No |
| 17397119 | SYSTEMS AND METHODS FOR IDENTIFICATION AND MANAGEMENT OF COMPLIANCE-RELATED INFORMATION ASSOCIATED WITH ENTERPRISE IT NETWORKS | August 2021 | September 2022 | Allow | 13 | 1 | 0 | Yes | No |
| 17389395 | FLEXIBLE TIERING OF SNAPSHOTS TO ARCHIVAL STORAGE IN REMOTE OBJECT STORES | July 2021 | March 2023 | Allow | 20 | 1 | 0 | Yes | No |
| 17374863 | DATA ARCHIVE RELEASE IN CONTEXT OF DATA OBJECT | July 2021 | November 2022 | Allow | 16 | 1 | 0 | No | No |
| 17370500 | SYSTEM AND METHOD FOR DETECTING ERRORS IN A TASK WORKFLOW FROM A VIDEO STREAM | July 2021 | November 2022 | Allow | 17 | 1 | 0 | No | No |
| 17364562 | TRANSACTIONAL STREAMING OF CHANGE TRACKING METADATA | June 2021 | September 2021 | Allow | 2 | 0 | 0 | No | No |
| 17348530 | Machine Learning System for Optimizing Projects | June 2021 | June 2023 | Abandon | 24 | 1 | 0 | No | No |
| 17346053 | METHOD, DEVICE, AND COMPUTER PROGRAM FOR ENCAPSULATING MEDIA DATA INTO A MEDIA FILE | June 2021 | September 2023 | Allow | 27 | 2 | 0 | No | No |
| 17345400 | SYSTEM AND METHOD OF ADMINISTERING AND MANAGING EXPERIENTIAL LEARNING OPPORTUNITIES | June 2021 | March 2023 | Allow | 21 | 1 | 0 | No | No |
| 17340535 | JOURNALING APPARATUS AND METHOD IN A NON-VOLATILE MEMORY SYSTEM | June 2021 | March 2023 | Allow | 21 | 0 | 0 | No | No |
| 17326803 | SYSTEMS AND METHODS FOR PROVIDING DATA QUALITY MANAGEMENT | May 2021 | April 2024 | Abandon | 35 | 4 | 0 | Yes | No |
| 17320013 | METHOD AND APPARATUS FOR DIVIDING REGION, STORAGE MEDIUM, AND ELECTRONIC DEVICE | May 2021 | January 2024 | Allow | 32 | 2 | 0 | No | No |
| 17201311 | SYSTEMS AND METHODS FOR EXPEDITED LARGE FILE PROCESSING | March 2021 | December 2022 | Allow | 21 | 1 | 0 | Yes | No |
| 17163958 | System and Method for Matching Consumers with Fashion Influencers Based on Individual Body Measurements | February 2021 | August 2022 | Abandon | 18 | 3 | 0 | Yes | No |
| 17154332 | Method and Apparatus for Deterministically Identifying Sets of Snapshots on a Storage System | January 2021 | July 2023 | Allow | 60 | 2 | 0 | Yes | No |
| 17151347 | Systems and Methods for Interactive Web-Based Processing of Real Estate Transactions | January 2021 | February 2022 | Abandon | 13 | 2 | 0 | No | No |
| 17148415 | PROTECT CLOUD OBJECTS FROM ATTACKS | January 2021 | September 2022 | Allow | 20 | 0 | 0 | No | No |
| 17143054 | TRANSACTIONAL STORES OF CHANGE TRACKING DATA | January 2021 | November 2022 | Allow | 23 | 1 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner CAO, PHUONG THAO.
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, 14.6% 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 CAO, PHUONG THAO works in Art Unit 2164 and has examined 827 patent applications in our dataset. With an allowance rate of 78.4%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 30 months.
Examiner CAO, PHUONG THAO's allowance rate of 78.4% places them in the 39% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.
On average, applications examined by CAO, PHUONG THAO receive 2.02 office actions before reaching final disposition. This places the examiner in the 66% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.
The median time to disposition (half-life) for applications examined by CAO, PHUONG THAO is 30 months. This places the examiner in the 40% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.
Conducting an examiner interview provides a +9.3% benefit to allowance rate for applications examined by CAO, PHUONG THAO. This interview benefit is in the 44% percentile among all examiners. Recommendation: Interviews provide a below-average benefit with this examiner.
When applicants file an RCE with this examiner, 26.3% of applications are subsequently allowed. This success rate is in the 33% 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 27.5% of cases where such amendments are filed. This entry rate is in the 30% 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, 76.9% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 59% 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 62.2% of appeals filed. This is in the 35% percentile among all examiners. Of these withdrawals, 43.5% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.
When applicants file petitions regarding this examiner's actions, 41.3% are granted (fully or in part). This grant rate is in the 42% 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 6.2% of allowed cases (in the 91% percentile). Per MPEP § 1302.04, examiner's amendments are used to place applications in condition for allowance when only minor changes are needed. This examiner frequently uses this tool compared to other examiners, indicating a cooperative approach to getting applications allowed. Strategic Insight: If you are close to allowance but minor claim amendments are needed, this examiner may be willing to make an examiner's amendment rather than requiring another round of prosecution.
Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 11% 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.