Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18977755 | MODEL GENERATION BASED ON MODULAR STORAGE OF TRAINING DATA | December 2024 | February 2026 | Allow | 14 | 1 | 0 | No | No |
| 18970934 | SYSTEM AND METHOD FOR MULTI-TYPE DATA COMPRESSION OR DECOMPRESSION WITH A VIRTUAL MANAGEMENT LAYER | December 2024 | October 2025 | Allow | 10 | 2 | 0 | No | No |
| 18884320 | COMPUTING PAGE RELEVANCE FOR TABULAR CONTENTS FROM A DOCUMENT | September 2024 | January 2026 | Allow | 16 | 1 | 0 | Yes | No |
| 18817986 | Generative Language Model Dynamic Input Disambiguation In A Database System | August 2024 | March 2026 | Allow | 18 | 1 | 0 | Yes | No |
| 18740895 | MATERIALIZED COLUMN CREATION METHOD AND DATA QUERY METHOD BASED ON DATA LAKE | June 2024 | February 2025 | Allow | 8 | 2 | 0 | No | No |
| 18739419 | DATA COMPRESSION, STORE, AND SEARCH SYSTEM | June 2024 | July 2025 | Allow | 13 | 1 | 0 | No | No |
| 18732417 | RULES DRIVEN APPLICATION SYNCHRONIZATION BY AUTOMATICALLY DETECTING DIFFERENT TEMPLATE NODES FOR DIFFERENT SYNCHRONIZATION TARGETS | June 2024 | April 2025 | Allow | 11 | 0 | 0 | No | No |
| 18667680 | SYSTEMS AND METHODS FOR REMOVING NON-CONFORMING WEB TEXT | May 2024 | December 2025 | Allow | 19 | 2 | 0 | Yes | No |
| 18655533 | SYSTEMS AND METHODS FOR VISUALIZING ONE OR MORE DATASETS | May 2024 | November 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18556618 | MANAGEMENT METHOD AND DEVICE FOR HAZARDOUS CHEMICALS, AND A CONSTRUCTION METHOD FOR A MANAGEMENT DATABASE | April 2024 | January 2025 | Allow | 15 | 2 | 0 | No | No |
| 18632129 | INTERACTIVE DYNAMIC GEO-SPATIAL APPLICATION WITH ENRICHED MAP TILES | April 2024 | March 2026 | Allow | 23 | 4 | 0 | No | No |
| 18626957 | MODEL GENERATION BASED ON MODULAR STORAGE OF TRAINING DATA | April 2024 | October 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18622880 | RESEARCH AND INVESTIGATION SYSTEMS INCORPORATING GRAPH DATABASES | March 2024 | August 2024 | Allow | 5 | 1 | 0 | Yes | No |
| 18613812 | ENHANCED AND ADAPTIVE COLLECTIONS ENGINE(S) FOR ELICITING, AGGREGATING, AND COLLATING RESPONSES FROM DISPERSED PARTIES | March 2024 | March 2026 | Allow | 23 | 2 | 0 | Yes | No |
| 18603837 | METHODS AND APPARATUS FOR DATA AND DATA REQUEST MANAGEMENT | March 2024 | September 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18599752 | ENHANCED NO-CODE ETL SYSTEM FOR AUTOMATED BIG DATA TRANSFORMATION AND SHARING | March 2024 | February 2026 | Allow | 23 | 2 | 0 | No | No |
| 18422670 | HIGH-SPEED ANOMALY DETECTION FOR LARGE DATASETS | January 2024 | November 2025 | Allow | 22 | 2 | 0 | Yes | No |
| 18412703 | PRACTICAL SUPERVISED CLASSIFICATION OF DATA SETS | January 2024 | January 2026 | Allow | 24 | 2 | 0 | Yes | No |
| 18545844 | PROCESSING INDEX DATA BASED ON GENERATION OF INDEX DATA | December 2023 | June 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18533003 | DATA REVISION CONTROL IN LARGE-SCALE DATA ANALYTIC SYSTEMS | December 2023 | April 2025 | Allow | 17 | 2 | 0 | Yes | No |
| 18531661 | VISUALIZING TEMPORAL INFORMATION | December 2023 | August 2025 | Allow | 20 | 3 | 0 | Yes | No |
| 18529025 | USER CLICK MODELLING IN SEARCH QUERIES | December 2023 | January 2025 | Allow | 13 | 1 | 0 | Yes | No |
| 18386546 | DYNAMIC STORAGE OF SEQUENCING DATA FILES | November 2023 | September 2025 | Allow | 22 | 2 | 0 | Yes | No |
| 18382117 | CUSTOM RESOURCE SCHEMA MODIFICATION | October 2023 | July 2025 | Abandon | 21 | 2 | 0 | No | No |
| 18462642 | METHODS AND SYSTEMS FOR CLASSIFYING DATABASE RECORDS BY INTRODUCING TIME DEPENDENCY INTO TIME-HOMOGENEOUS PROBABILITY MODELS | September 2023 | August 2024 | Allow | 11 | 1 | 0 | No | No |
| 18456114 | AUTOMATED ANNOTATION SYSTEM FOR ELECTRONIC LOGGING DEVICES | August 2023 | April 2025 | Allow | 20 | 3 | 0 | Yes | No |
| 18229817 | METHOD AND SYSTEM FOR QUERYING AND DERIVING INSIGHTS ABOUT NETWORK INFRASTRUCTURE USING NATURAL LANGUAGE QUERIES | August 2023 | November 2025 | Abandon | 27 | 2 | 0 | No | No |
| 18363740 | SYSTEM AND METHOD FOR DATA MANIPULATION AND MANAGEMENT | August 2023 | July 2025 | Allow | 24 | 2 | 0 | Yes | No |
| 18362882 | Data Quality Check Using a Structured Query Language Hint | July 2023 | September 2025 | Allow | 26 | 2 | 1 | Yes | No |
| 18361362 | MICROSERVICES APPLICATION SERVICE HUB | July 2023 | March 2026 | Allow | 31 | 2 | 0 | Yes | Yes |
| 18219919 | INVENTIVE SECURE AND INTERACTIVE PLATFORM FOR REAL-TIME ANALYSIS AND PRESENTATION OF USER OPINIONS AND CHOICES | July 2023 | November 2024 | Allow | 17 | 5 | 0 | Yes | No |
| 18349838 | NESTED QUERY ANALYSIS TOOL | July 2023 | April 2024 | Allow | 9 | 1 | 0 | No | No |
| 18326929 | SCHEMA EVOLUTION FOR KEY COLUMNAR DATA INTO ROW-ORGANIZED SEQUENCES | May 2023 | August 2024 | Allow | 14 | 1 | 0 | No | No |
| 18039384 | METHOD FOR MANAGING LANGUAGE DATA AND SERVER USING THE SAME | May 2023 | February 2025 | Allow | 21 | 1 | 0 | Yes | No |
| 18319620 | DYNAMIC OBJECT MODEL SYSTEM | May 2023 | October 2025 | Abandon | 29 | 4 | 0 | No | No |
| 18198969 | DYNAMIC RESPONSE ENGINE | May 2023 | January 2025 | Allow | 20 | 1 | 1 | No | No |
| 18198804 | AGENT PRESENCE SERVICE FOR A CLOUD-BASED CONTACT CENTER PLATFORM | May 2023 | February 2025 | Allow | 21 | 1 | 0 | Yes | No |
| 18198747 | PROGRAMMABLE DATA LAYER FOR GRAPHICAL USER INTERFACES | May 2023 | March 2025 | Allow | 22 | 2 | 0 | Yes | No |
| 18198144 | Inline Data Quality Schema Management System | May 2023 | December 2024 | Allow | 19 | 2 | 0 | Yes | No |
| 18308383 | FACILITATING WEBSITE NAVIGATION WITH A PERSONALIZED CONTEXTUAL POPUP MENU OF ACTIONS | April 2023 | December 2025 | Allow | 32 | 2 | 0 | No | No |
| 18295600 | Pattern Search Box | April 2023 | July 2024 | Allow | 15 | 2 | 0 | Yes | No |
| 18247168 | Method and Apparatus for Preparing Image on Cloud Platform, and Device and Storage Medium | March 2023 | June 2024 | Allow | 15 | 1 | 0 | No | No |
| 18246666 | METHOD FOR KEEPING DATA CONSISTENT ACROSS DIFFERENT STORAGE SYSTEMS, COMPUTING DEVICE, AND STORAGE MEDIUM | March 2023 | February 2025 | Allow | 22 | 1 | 0 | No | No |
| 18181468 | Nested Query Execution Tool | March 2023 | February 2024 | Allow | 11 | 1 | 0 | Yes | No |
| 18180065 | Query Prediction Modeling for Distributed Databases | March 2023 | December 2024 | Allow | 21 | 2 | 0 | Yes | No |
| 18178451 | Deep Connectivity Between Disparate Database Systems | March 2023 | February 2025 | Allow | 24 | 3 | 0 | Yes | No |
| 18114308 | ELECTRONIC APPARATUS AND CONTROL METHOD THEREFOR | February 2023 | August 2025 | Allow | 29 | 5 | 0 | Yes | No |
| 18165314 | REDUCING DATABASE SYSTEM QUERY TRANSACTION DELAY | February 2023 | February 2024 | Abandon | 12 | 1 | 0 | No | No |
| 18163234 | DISPLAYING VISUAL INDICATIONS OF FILES BEING VIEWED VIA AN AUGMENTED REALITY HEADSET | February 2023 | September 2024 | Allow | 20 | 1 | 0 | Yes | No |
| 18100625 | DATA COMPRESSION, STORE, AND SEARCH SYSTEM | January 2023 | March 2024 | Allow | 14 | 0 | 0 | No | No |
| 18099642 | MANAGEMENT AND OPTIMIZATION OF SEARCH TERM CLUSTERING BASED ON PERFORMANCE DATA | January 2023 | November 2023 | Allow | 10 | 1 | 0 | Yes | No |
| 18150505 | Sample Data Annotation System and Method, and Related Device | January 2023 | January 2025 | Abandon | 24 | 2 | 0 | No | No |
| 18088126 | CLIENT-SIDE HASHSET CHANGE DETECTION | December 2022 | April 2025 | Allow | 27 | 2 | 0 | Yes | No |
| 18088030 | ORCHESTRATION OF STORAGE SYSTEM-BASED SNAPSHOT SHIPPING | December 2022 | January 2025 | Allow | 25 | 2 | 0 | Yes | No |
| 18087721 | MULTI-ROOT CONTENT MANAGEMENT SYSTEM | December 2022 | February 2025 | Allow | 26 | 3 | 0 | Yes | No |
| 18087482 | METHODS AND APPARATUS USING LOCKS TO THROTTLE A DISTRIBUTED CLOUD DATABASE WORKLOAD | December 2022 | April 2025 | Allow | 27 | 3 | 0 | Yes | No |
| 18085559 | OBTAINING FULL SNAPSHOTS FOR SUBSETS OF OBJECTS OVER TIME | December 2022 | March 2025 | Allow | 27 | 3 | 0 | Yes | No |
| 18085204 | SYSTEMS AND METHODS FOR VISUALIZING ONE OR MORE DATASETS | December 2022 | February 2024 | Allow | 14 | 2 | 0 | Yes | No |
| 18077772 | EXPOSING PARAMETERS IN REFERENCING WORKSHEETS | December 2022 | May 2025 | Allow | 30 | 2 | 0 | Yes | No |
| 18071889 | DOCUMENT TRANSMISSION FOR OFFLINE EDITING | November 2022 | November 2024 | Allow | 23 | 3 | 0 | Yes | No |
| 18058329 | Matching Process System and Method | November 2022 | May 2024 | Allow | 18 | 3 | 0 | Yes | No |
| 17991000 | METADATA STORAGE FOR PLACEHOLDERS IN A STORAGE VIRTUALIZATION SYSTEM | November 2022 | March 2025 | Abandon | 27 | 4 | 0 | Yes | No |
| 17998810 | PARAMETER OPTIMIZATION IN UNSUPERVISED TEXT MINING | November 2022 | June 2024 | Abandon | 19 | 2 | 0 | No | No |
| 17998874 | SEARCH TRIGGERING METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM | November 2022 | December 2025 | Abandon | 37 | 4 | 0 | No | No |
| 18053804 | SYSTEMS AND METHODS FOR ASSET MAP INTERFACE FOR INFORMATION TECHNOLOGY INFRASTRUCTURE | November 2022 | January 2025 | Allow | 27 | 4 | 0 | Yes | No |
| 18045042 | DATA MANAGEMENT SYSTEM AND METHOD | October 2022 | August 2024 | Abandon | 31 | 0 | 1 | No | No |
| 17944470 | System, Method, and Computer Program Product for Generating a Data Storage Server Distribution Pattern | September 2022 | July 2023 | Allow | 10 | 1 | 0 | Yes | No |
| 17930848 | ONTOLOGY-BASED GRAPH QUERY OPTIMIZATION | September 2022 | March 2024 | Allow | 18 | 3 | 0 | Yes | No |
| 17819133 | ENHANCING PERFORMANCE OF MESSAGE SEARCH AND RETRIEVAL | August 2022 | August 2023 | Allow | 12 | 1 | 0 | Yes | No |
| 17882993 | SYSTEM AND METHOD FOR EXPANDING A DATA TRANSFER FRAMEWORK | August 2022 | February 2025 | Allow | 31 | 4 | 0 | Yes | No |
| 17877002 | UPDATING AND EXECUTING SEARCH QUERIES OF MULTIPLE INDEPENDENT PANELS OF A DASHBOARD | July 2022 | December 2023 | Allow | 17 | 1 | 0 | Yes | No |
| 17816089 | Distribution Of Workloads Among Online Analytics Processing Systems | July 2022 | April 2024 | Allow | 20 | 1 | 0 | No | No |
| 17815683 | METHODS AND APPARATUS FOR DATA AND DATA REQUEST MANAGEMENT | July 2022 | December 2023 | Allow | 16 | 1 | 0 | Yes | No |
| 17875609 | TRANSFORMING DATA VISUALIZATIONS DURING PAGE TRANSITIONS | July 2022 | July 2024 | Abandon | 23 | 4 | 0 | No | No |
| 17862629 | INFORMATION PROCESSING APPARATUS, NON-TRANSITORY COMPUTER READABLE MEDIUM, AND INFORMATION PROCESSING METHOD | July 2022 | January 2026 | Abandon | 42 | 1 | 0 | No | No |
| 17810728 | INTERACTIVE DYNAMIC GEO-SPATIAL APPLICATION WITH ENRICHED MAP TILES | July 2022 | January 2024 | Allow | 19 | 1 | 0 | Yes | No |
| 17810013 | KNOWLEDGE GRAPH QUESTION ANSWERING WITH NEURAL MACHINE TRANSLATION | June 2022 | April 2024 | Allow | 22 | 1 | 0 | Yes | No |
| 17809799 | SYSTEM AND METHOD SUPPORTING INTELLIGENT GEOSPATIAL ANALYSES AND MACHINE LEARNING PREDICTIONS | June 2022 | January 2025 | Allow | 31 | 3 | 0 | Yes | No |
| 17853635 | MONITORING EXECUTION OF DOCUMENT WORKFLOWS USING CLOUD PLATFORM INDEPENDENT DOCUMENT WORKFLOW ORCHESTRATION RUNTIME | June 2022 | March 2024 | Allow | 21 | 1 | 0 | Yes | No |
| 17846840 | METHODS AND APPARATUS FOR MACHINE LEARNING BASED MALWARE DETECTION AND VISUALIZATION WITH RAW BYTES | June 2022 | September 2025 | Allow | 39 | 1 | 0 | Yes | No |
| 17751202 | Geographic Filter for Documents | May 2022 | March 2024 | Allow | 22 | 3 | 0 | Yes | No |
| 17748661 | AD HOC DATA EXPLORATION TOOL | May 2022 | May 2024 | Allow | 24 | 2 | 0 | Yes | No |
| 17663628 | SELECTIVELY IDENTIFYING AND RECOMMENDING DIGITAL CONTENT ITEMS FOR SYNCHRONIZATION | May 2022 | July 2023 | Allow | 14 | 2 | 0 | Yes | No |
| 17657709 | AUTOMATED NEWS RANKING AND RECOMMENDATION SYSTEM | April 2022 | December 2023 | Allow | 21 | 2 | 1 | Yes | No |
| 17696539 | SYSTEMS AND METHODS FOR PUSHING CONTENT | March 2022 | January 2024 | Allow | 22 | 3 | 0 | Yes | No |
| 17682368 | Descriptive Topic Modeling with LDA on Bags of Utterance Clusters | February 2022 | December 2024 | Allow | 34 | 2 | 0 | No | No |
| 17677307 | COMPUTER METHOD, SYSTEM AND PRODUCT FOR PLAYLIST CONTROL USING MEDIA SPOTS HAVING INTELLIGENT CONTENT | February 2022 | March 2023 | Allow | 12 | 1 | 0 | No | No |
| 17591469 | METHODS AND SYSTEMS FOR CLASSIFYING DATABASE RECORDS BY INTRODUCING TIME DEPENDENCY INTO TIME-HOMOGENEOUS PROBABILITY MODELS | February 2022 | May 2023 | Allow | 16 | 1 | 0 | No | No |
| 17645027 | APPARATUSES, COMPUTER-IMPLEMENTED METHODS, AND COMPUTER PROGRAM PRODUCTS FOR ACCURATE DATA CODE PROCESSING UTILIZING AUGMENTED DATA CODES | December 2021 | April 2024 | Allow | 28 | 0 | 0 | No | No |
| 17275427 | METHOD FOR DETERMINING PROCESS SEQUENCES | December 2021 | June 2025 | Abandon | 51 | 1 | 0 | No | No |
| 17552220 | SYSTEMS AND METHODS FOR GENERATION AND DISPLAY OF QUERY VISUALIZATIONS | December 2021 | March 2024 | Allow | 27 | 1 | 0 | Yes | No |
| 17531852 | COMPUTER-READABLE RECORDING MEDIUM STORING INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING DEVICE | November 2021 | February 2024 | Abandon | 27 | 1 | 0 | No | No |
| 17516541 | PRE-COMPUTATION AND MEMOIZATION OF SIMULATIONS | November 2021 | February 2024 | Allow | 27 | 2 | 0 | Yes | No |
| 17607861 | METHOD, APPARATUS, AND COMPUTER PROGRAM FOR PROVIDING CYBER SECURITY BY USING A KNOWLEDGE GRAPH | October 2021 | May 2024 | Allow | 31 | 2 | 0 | Yes | No |
| 17514522 | USER CLICK MODELLING IN SEARCH QUERIES | October 2021 | August 2023 | Allow | 21 | 1 | 0 | Yes | No |
| 17513127 | Digital Content Query-Aware Sequential Search | October 2021 | August 2024 | Allow | 33 | 4 | 1 | Yes | No |
| 17450170 | FRAMEWORK FOR IMPLEMENTING PROCESS APPS FOR PROCESS MINING | October 2021 | January 2024 | Abandon | 28 | 2 | 0 | No | No |
| 17450110 | Data Visualization Method | October 2021 | August 2023 | Allow | 22 | 3 | 1 | Yes | No |
| 17449631 | NESTED QUERY EXECUTION TOOL | September 2021 | December 2022 | Allow | 14 | 0 | 0 | No | No |
| 17449632 | NESTED QUERY ANALYSIS TOOL | September 2021 | April 2023 | Allow | 18 | 1 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner CHOI, YUK TING.
With a 34.2% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success 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, 22.7% 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 show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.
⚠ Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.
Examiner CHOI, YUK TING works in Art Unit 2164 and has examined 351 patent applications in our dataset. With an allowance rate of 68.9%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 38 months.
Examiner CHOI, YUK TING's allowance rate of 68.9% places them in the 31% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.
On average, applications examined by CHOI, YUK TING receive 2.98 office actions before reaching final disposition. This places the examiner in the 86% 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 CHOI, YUK TING is 38 months. This places the examiner in the 29% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.
Conducting an examiner interview provides a +47.0% benefit to allowance rate for applications examined by CHOI, YUK TING. This interview benefit is in the 91% percentile among all examiners. Recommendation: Interviews are highly effective with this examiner and should be strongly considered as a prosecution strategy. Per MPEP § 713.10, interviews are available at any time before the Notice of Allowance is mailed or jurisdiction transfers to the PTAB.
When applicants file an RCE with this examiner, 23.8% of applications are subsequently allowed. This success rate is in the 34% 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 16.9% of cases where such amendments are filed. This entry rate is in the 19% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.
When applicants request a pre-appeal conference (PAC) with this examiner, 73.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 60% 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 57.8% of appeals filed. This is in the 31% percentile among all examiners. Of these withdrawals, 38.5% 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, 40.0% are granted (fully or in part). This grant rate is in the 29% 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 6.6% of allowed cases (in the 89% 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 13% 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.