Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19171854 | Compression-Based Data Instance Search | April 2025 | October 2025 | Allow | 6 | 2 | 0 | No | No |
| 19097019 | SINGLE NAMESPACE FOR HIGH PERFORMANCE COMPUTING SYSTEM | April 2025 | July 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19019389 | AUTOMATED CONTENT CREATION AND CONTENT SERVICES FOR COLLABORATION PLATFORMS | January 2025 | January 2026 | Allow | 13 | 1 | 0 | No | No |
| 19013140 | A METHOD TO INTELLIGENTLY COMPARE DATABASE IN RESUMABLE BATCH MODE | January 2025 | January 2026 | Allow | 12 | 1 | 0 | No | No |
| 18962656 | SYSTEMS AND METHODS FOR USING PROMPT DISSECTION FOR LARGE LANGUAGE MODELS | November 2024 | December 2025 | Allow | 13 | 1 | 0 | No | No |
| 18948579 | DEVICE AND METHOD FOR COLLECTING, ANALYSING AND INTEGRATING LOG DATA OF IN-VEHICLE INFOTAINMENT SYSTEMS | November 2024 | January 2026 | Allow | 14 | 1 | 0 | No | No |
| 18934068 | OFFLOADING GRAPH COMPONENTS TO PERSISTENT STORAGE FOR REDUCING RESIDENT MEMORY IN DISTRIBUTED GRAPH PROCESSING | October 2024 | January 2026 | Allow | 15 | 1 | 0 | Yes | No |
| 18926954 | SINGLE NAMESPACE FOR HIGH PERFORMANCE COMPUTING SYSTEM | October 2024 | February 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 18916179 | COMMENTING ON A SEARCH RESULT | October 2024 | November 2025 | Allow | 13 | 2 | 0 | No | No |
| 18889465 | SYSTEMS AND METHODS FOR SCALABLE RANDOMIZED SELECTION WITH ENFORCED PROPORTIONALITY ACROSS DISTRIBUTED SYSTEMS | September 2024 | November 2025 | Allow | 14 | 1 | 0 | Yes | No |
| 18769269 | Efficient Merging of Tabular Data with Post-Processing Compaction | July 2024 | March 2026 | Allow | 20 | 2 | 0 | No | No |
| 18757749 | SYSTEMS AND METHODS FOR SCALABLE RANDOMIZED SELECTION WITH ENFORCED PROPORTIONALITY ACROSS DISTRIBUTED SYSTEMS | June 2024 | August 2024 | Allow | 2 | 0 | 0 | No | No |
| 18756570 | DATA PROCESSING WITH INTEGRATED METADATA GENERATION AND STORAGE | June 2024 | January 2026 | Allow | 18 | 1 | 0 | No | No |
| 18742058 | SYSTEM AND METHOD FOR IMPLEMENTING A DATA QUALITY FRAMEWORK AND ENGINE | June 2024 | November 2025 | Allow | 17 | 1 | 0 | No | No |
| 18738469 | SYSTEMS AND METHODS FOR USE IN REPLICATING DATA | June 2024 | December 2025 | Allow | 18 | 1 | 0 | No | No |
| 18678700 | METHOD AND ELECTRONIC DEVICE FOR BACKING UP DATA AND RECOVERING DATA | May 2024 | February 2026 | Allow | 20 | 2 | 1 | No | No |
| 18678357 | TRACKING EVALUATION OF WORKLOAD STABILITY THROUGH PERFORMANCE INDEXING | May 2024 | September 2025 | Allow | 15 | 2 | 0 | No | No |
| 18675784 | METHODS, SYSTEMS, AND MEDIA FOR INTERPRETING VOICE QUERIES | May 2024 | September 2025 | Allow | 15 | 1 | 0 | No | No |
| 18661309 | DEVICES AND METHODS FOR FEDERATED COMPUTING | May 2024 | March 2025 | Allow | 10 | 1 | 1 | Yes | No |
| 18656424 | UNIFIED DATA PROCESSING ACROSS STREAMING AND INDEXED DATA SETS | May 2024 | October 2025 | Allow | 18 | 1 | 0 | No | No |
| 18652384 | Backup of a SAAS Application with Relational Data | May 2024 | March 2026 | Allow | 23 | 1 | 0 | No | No |
| 18643449 | Time Reservations For Ensuring Consistent Reads In A Distributed Database Without Logging | April 2024 | July 2025 | Allow | 15 | 1 | 0 | Yes | No |
| 18642845 | VIRTUAL ASSISTANT FOR GENERATING PRODUCT BASED PROMPT | April 2024 | February 2026 | Allow | 22 | 1 | 0 | No | No |
| 18636264 | DYNAMIC EXPERIENCE CURATION PLATFORM | April 2024 | July 2025 | Allow | 15 | 2 | 0 | No | No |
| 18627025 | GENERATING COMPARISON INFORMATION | April 2024 | September 2025 | Allow | 17 | 1 | 0 | No | No |
| 18624776 | DATA STRUCTURE STORAGE AND DATA MANAGEMENT | April 2024 | August 2025 | Allow | 17 | 1 | 0 | Yes | No |
| 18594578 | SYSTEM AND METHOD FOR DATA QUALITY ASSESSMENT | March 2024 | August 2025 | Allow | 18 | 1 | 0 | No | No |
| 18589855 | System and Method for Selecting Sponsored Images to Accompany Text | February 2024 | June 2025 | Allow | 15 | 1 | 0 | No | No |
| 18590357 | FEEDBACK LOOP CONTENT RECOMMENDATION | February 2024 | November 2025 | Allow | 20 | 1 | 0 | No | No |
| 18585781 | DYNAMICALLY SCHEDULING ITEMS FOR RE-EVALUATION FOR A POSSIBLE CHANGE BASED ON AN EVALUATION BACKLOG | February 2024 | July 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18583653 | SYSTEMS, METHODS, AND COMPUTER-READABLE MEDIA FOR MANAGING AN EXTRACT, TRANSFORM, AND LOAD PROCESS | February 2024 | March 2025 | Allow | 13 | 3 | 0 | Yes | No |
| 18440410 | DIMENSION AND FACT TABLE CREATION USING TEMPLATES | February 2024 | February 2025 | Allow | 12 | 1 | 0 | No | No |
| 18440834 | DECENTRALIZED DATABASE ASSOCIATING PUBLIC KEYS AND COMMUNICATIONS ADDRESSES | February 2024 | April 2025 | Allow | 14 | 1 | 0 | No | No |
| 18415305 | Security Graph Interface for Monitoring a Compute Environment | January 2024 | September 2025 | Allow | 20 | 1 | 0 | No | No |
| 18524784 | HYBRID TABLE SECONDARY INDEX FOR LOOKUPS, UNIQUE CHECKS, AND REFERENTIAL INTEGRITY CONSTRAINTS | November 2023 | June 2025 | Allow | 19 | 1 | 0 | No | No |
| 18525351 | System for Programming Data to a Headless Data Center Asset | November 2023 | August 2025 | Allow | 20 | 1 | 0 | No | No |
| 18524924 | RECORD MATCHING SYSTEM | November 2023 | July 2025 | Allow | 19 | 1 | 0 | No | No |
| 18388800 | Systems and Methods of Generating Analytical Data Based on Captured Audit Trails | November 2023 | November 2024 | Allow | 12 | 1 | 0 | No | No |
| 18504058 | DATABASE SYSTEMS AND METHODS FOR AUTOMATED DATABASE MODIFICATIONS | November 2023 | December 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18503829 | METHOD, DEVICE, AND COMPUTER PROGRAM PRODUCT FOR PROCESSING WORKFLOW CHART | November 2023 | May 2025 | Allow | 18 | 1 | 0 | No | No |
| 18502992 | SYSTEMS AND METHODS FOR GENERATING AND USING AGGREGATED SEARCH INDICES AND NON-AGGREGATED VALUE STORAGE | November 2023 | September 2025 | Allow | 23 | 2 | 0 | Yes | No |
| 18498881 | AUTOMATED DATA AUTHENTICITY VALIDATION | October 2023 | August 2025 | Allow | 21 | 1 | 0 | Yes | No |
| 18498695 | Machine Learned Scheduling Of Data Retrieval To Avoid Security Restriction Flagging | October 2023 | November 2024 | Allow | 13 | 1 | 0 | No | No |
| 18384189 | SYSTEMS AND METHODS FOR IMPORTING DATA FROM ELECTRONIC DATA FILES | October 2023 | February 2025 | Allow | 16 | 2 | 0 | Yes | No |
| 18556980 | SYSTEM AND METHOD OF FETCHING DATA FOR USE IN METAVERSE | October 2023 | November 2025 | Abandon | 25 | 1 | 0 | No | No |
| 18490676 | EFFICIENT DATA SCRAPING AND DEDUPLICATION SYSTEM FOR REGISTERED SEX OFFENDER QUERIES | October 2023 | January 2025 | Allow | 15 | 1 | 0 | Yes | No |
| 18382008 | SYSTEMS AND METHODS FOR A GRAPH DATABASE | October 2023 | January 2025 | Allow | 15 | 1 | 0 | Yes | No |
| 18489108 | SYSTEM AND METHOD FOR AUTOMATICALLY SELECTING IMAGES TO ACCOMPANY TEXT | October 2023 | February 2025 | Abandon | 16 | 1 | 0 | No | No |
| 18488508 | PROCESSING LARGE QUERY RESULTS IN A DATABASE ACCELERATOR ENVIRONMENT | October 2023 | November 2024 | Allow | 13 | 1 | 0 | No | No |
| 18485861 | QUERY PROCESSING IN A DATABASE SYSTEM BASED ON APPLYING A DISJUNCTION OF CONJUNCTIVE NORMAL FORM PREDICATES | October 2023 | March 2025 | Allow | 18 | 1 | 0 | No | No |
| 18482429 | GENERIC "DIFFERENTIAL DISCOVERY SERVICE" FOR USE IN ANY STORAGE ARRAY TO PROVIDE DIFFERENTIAL DISCOVERY OF THE INFRASTRUCTURE ASSETS TO ANY CLIENT | October 2023 | January 2025 | Allow | 15 | 1 | 0 | No | No |
| 18473356 | MANAGING EXTRACT, TRANSFORM AND LOAD SYSTEMS | September 2023 | September 2024 | Allow | 12 | 2 | 0 | Yes | No |
| 18464188 | SYSTEMS AND METHODS FOR SEARCHING DEDUPLICATED DATA | September 2023 | November 2025 | Allow | 26 | 2 | 0 | No | No |
| 18459887 | Natural Language Question Answering Systems | September 2023 | September 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18241028 | Natural Language-Based Data Integration | August 2023 | December 2024 | Allow | 16 | 1 | 0 | Yes | No |
| 18458277 | DOCUMENT CLASSIFICATION APPARATUS, METHOD, AND STORAGE MEDIUM | August 2023 | March 2025 | Allow | 18 | 1 | 0 | No | No |
| 18457696 | DASHBOARD LOADING USING A FILTERING QUERY FROM A CLOUD-BASED DATA WAREHOUSE CACHE | August 2023 | December 2025 | Allow | 28 | 5 | 0 | Yes | No |
| 18455049 | DASHBOARD LOADING FROM A CLOUD-BASED DATA WAREHOUSE CACHE | August 2023 | January 2025 | Allow | 17 | 2 | 0 | Yes | No |
| 18454232 | STORAGE OF ROW DATA AND PARITY DATA VIA DIFFERENT STORAGE MECHANISMS | August 2023 | June 2024 | Allow | 10 | 1 | 0 | No | No |
| 18234639 | OFF-CHAIN FUNCTIONALITY FOR DATA CONTAINED IN BLOCKS OF BLOCKCHAIN | August 2023 | February 2025 | Allow | 18 | 1 | 0 | No | No |
| 18446034 | Information Retrieval Method, Related System, and Storage Medium | August 2023 | January 2025 | Allow | 17 | 0 | 1 | No | No |
| 18362756 | METHODS AND APPARATUS TO DETERMINE TAGS FOR MEDIA USING MULTIPLE MEDIA FEATURES | July 2023 | January 2025 | Allow | 18 | 1 | 0 | No | No |
| 18227207 | CHANGE-AWARE SNAPSHOT REPLICATION | July 2023 | February 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18358780 | SYSTEMS AND METHODS FOR USING PROMPT DISSECTION FOR LARGE LANGUAGE MODELS | July 2023 | October 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 18355497 | TRANSFER OF A SET OF SEGMENTS BETWEEN STORAGE CLUSTERS OF A DATABASE SYSTEM | July 2023 | November 2024 | Allow | 16 | 1 | 0 | No | No |
| 18216835 | AUTOMATED CONTENT CREATION AND CONTENT SERVICES FOR COLLABORATION PLATFORMS | June 2023 | August 2024 | Allow | 14 | 1 | 0 | No | No |
| 18216553 | GENERATIVE SUMMARIZATION DIALOG-BASED INFORMATION RETRIEVAL SYSTEM | June 2023 | January 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18216245 | DATA ANALYSIS APPARATUS, DATA ANALYSIS SYSTEM, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM | June 2023 | March 2025 | Allow | 20 | 2 | 0 | Yes | No |
| 18216366 | USER ACTIVITY HISTORY EXPERIENCES POWERED BY A MACHINE LEARNING MODEL | June 2023 | April 2025 | Allow | 21 | 1 | 1 | No | No |
| 18270113 | KEY NAME GENERATION METHOD AND APPARATUS AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM | June 2023 | December 2023 | Allow | 6 | 0 | 0 | No | No |
| 18341827 | Controlling Layers in Container Images to Reduce Redundant Content Between Layers | June 2023 | July 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18211613 | OFFLOADING GRAPH COMPONENTS TO PERSISTENT STORAGE FOR REDUCING RESIDENT MEMORY IN DISTRIBUTED GRAPH PROCESSING | June 2023 | August 2024 | Allow | 14 | 1 | 0 | No | No |
| 18337164 | API FOR IMPLEMENTING SCORING FUNCTIONS | June 2023 | July 2024 | Allow | 13 | 2 | 0 | No | No |
| 18333267 | SYSTEMS AND METHODS FOR CUSTOMIZED ELECTRONIC COMMUNICATIONS | June 2023 | November 2024 | Allow | 17 | 2 | 0 | Yes | No |
| 18332301 | TECHNIQUES FOR QUERYING TIME-SERIES BASED EVENT DATA | June 2023 | April 2025 | Allow | 23 | 2 | 0 | Yes | No |
| 18207866 | METHOD AND SYSTEM OF SENTIMENT-BASED TOKENIZATION AND SECURE DEPLOYMENT THEREOF | June 2023 | May 2025 | Allow | 23 | 2 | 0 | No | No |
| 18207803 | METHOD AND SYSTEM OF SENTIMENT-BASED SELECTIVE USER ENGAGEMENT | June 2023 | April 2025 | Allow | 22 | 2 | 0 | No | No |
| 18205762 | DATABASE, MATERIAL DATA PROCESSING SYSTEM, AND METHOD OF CREATING DATABASE | June 2023 | January 2024 | Allow | 7 | 1 | 0 | No | No |
| 18327712 | INTEGRATION OF STRUCTURAL INFORMATION INTO AN ASSET MANAGEMENT CATALOG | June 2023 | October 2024 | Allow | 16 | 1 | 0 | Yes | No |
| 18327261 | METHOD AND APPARATUS FOR TRUSTWORTHY PROVISION OF DATA ELEMENTS AND METHOD FOR CHECKING A DATASET WITH A PLURALITY OF DATA ELEMENTS | June 2023 | February 2025 | Allow | 21 | 1 | 1 | No | No |
| 18326983 | READING COMPRESSED DATA DIRECTLY INTO AN IN-MEMORY STORE | May 2023 | October 2024 | Allow | 16 | 1 | 0 | Yes | No |
| 18324608 | Systems and Methods for Generating Playlists in a Music Service | May 2023 | July 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18319395 | GENERATING OPPORTUNITY PROFILE INSIGHTS | May 2023 | March 2026 | Allow | 34 | 0 | 0 | No | No |
| 18196630 | INTELLIGENT INFORMATION PARSING METHOD BASED ON CROSS-MODAL DATA FUSION | May 2023 | July 2023 | Allow | 2 | 0 | 0 | No | No |
| 18195639 | SYSTEM AND METHOD FOR INTEGRATION OF USER DEFINED METRICS OF CLOUD HOSTED RELATIONAL DATABASES WITH CLOUD MONITORING SERVICES | May 2023 | August 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 18312686 | TEMPORARY LOCKING MECHANISM WITH SHARED ASSIGNMENT TABLE | May 2023 | July 2024 | Allow | 14 | 1 | 0 | Yes | No |
| 18312450 | VALIDATION OF ETL PIPELINE USING ASSERT DATA | May 2023 | August 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 18310285 | TRANSACTION RETRIEVAL, TRANSACTION MATCHING, ALERT GENERATION, AND PROCESSING OF DISPUTE ALERTS | May 2023 | August 2024 | Allow | 15 | 2 | 0 | Yes | No |
| 18194543 | NEURAL SEARCH FOR PROGRAMMING-RELATED QUERY ANSWERING | March 2023 | June 2024 | Allow | 14 | 1 | 0 | Yes | No |
| 18190815 | UNIFIED DATA PROCESSING ACROSS STREAMING AND INDEXED DATA SETS | March 2023 | February 2024 | Allow | 10 | 1 | 0 | No | No |
| 18028547 | SYSTEM AND METHOD OF DATA INGESTION AND PROCESSING FRAMEWORK | March 2023 | November 2025 | Allow | 32 | 4 | 0 | No | No |
| 18126233 | Method Of Scanning An Image Using Non-volatile Memory Array Neural Network Classifier | March 2023 | December 2025 | Allow | 33 | 0 | 0 | No | No |
| 18188690 | SCHEMA EVOLUTION ON A LIVE DATABASE SYSTEM WITHOUT AN OUTAGE | March 2023 | November 2024 | Allow | 19 | 1 | 0 | No | No |
| 18187104 | TRACKING A RESUME POINT AND METRICS IN A COLLECTION OF OPERATIONS | March 2023 | July 2024 | Allow | 16 | 1 | 0 | No | No |
| 18186267 | GRAPH PROCESSING METHOD AND APPARATUS | March 2023 | February 2025 | Allow | 23 | 2 | 0 | No | No |
| 18186487 | SYSTEM AND METHOD FOR PREDICTING SIGNIFICANT FILES FROM WITHIN A DATASET OF INTEREST | March 2023 | March 2025 | Abandon | 24 | 2 | 0 | No | No |
| 18123584 | APPARATUS, SYSTEMS AND METHODS FOR SCORING AND DISTRIBUTING THE RELIABLITY OF ONLINE INFORMATION | March 2023 | August 2024 | Allow | 17 | 2 | 1 | No | No |
| 18185258 | Processing Multimodal User Input for Assistant Systems | March 2023 | March 2024 | Allow | 12 | 2 | 0 | Yes | No |
| 18122229 | Guiding a Generative Model to Create and Interact with a Data Structure | March 2023 | October 2024 | Allow | 20 | 2 | 0 | Yes | No |
| 18120178 | METHOD FOR OPTIMIZING THE MANAGEMENT OF A FLOW OF DATA | March 2023 | August 2024 | Allow | 17 | 1 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner LE, HUNG D.
With a 23.1% 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, 33.8% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.
⚠ 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 LE, HUNG D works in Art Unit 2161 and has examined 1,052 patent applications in our dataset. With an allowance rate of 89.6%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 27 months.
Examiner LE, HUNG D's allowance rate of 89.6% places them in the 72% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.
On average, applications examined by LE, HUNG D receive 1.66 office actions before reaching final disposition. This places the examiner in the 33% percentile for office actions issued. This examiner issues fewer office actions than average, which may indicate efficient prosecution or a more lenient examination style.
The median time to disposition (half-life) for applications examined by LE, HUNG D is 27 months. This places the examiner in the 71% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.
Conducting an examiner interview provides a +2.9% benefit to allowance rate for applications examined by LE, HUNG D. This interview benefit is in the 24% percentile among all examiners. Note: Interviews show limited statistical benefit with this examiner compared to others, though they may still be valuable for clarifying issues.
When applicants file an RCE with this examiner, 31.7% of applications are subsequently allowed. This success rate is in the 65% percentile among all examiners. Strategic Insight: RCEs show above-average effectiveness with this examiner. Consider whether your amendments or new arguments are strong enough to warrant an RCE versus filing a continuation.
This examiner enters after-final amendments leading to allowance in 41.6% of cases where such amendments are filed. This entry rate is in the 64% 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.
When applicants request a pre-appeal conference (PAC) with this examiner, 50.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 43% 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 62.3% of appeals filed. This is in the 40% percentile among all examiners. Of these withdrawals, 44.2% 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, 32.5% are granted (fully or in part). This grant rate is in the 20% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.
Examiner's Amendments: This examiner makes examiner's amendments in 4.1% of allowed cases (in the 83% 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 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.