Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18830361 | GENERATING A PATH TO A DOCUMENT ELEMENT USING MACHINE LEARNING | September 2024 | December 2024 | Allow | 3 | 0 | 0 | No | No |
| 18780685 | DYNAMICALLY DETECTING USER PERSONAS OF NETWORK USERS FOR CUSTOMIZED SUGGESTIONS | July 2024 | April 2025 | Allow | 9 | 0 | 0 | No | No |
| 18774981 | SYSTEMS, MEDIA, AND METHODS FOR AUTOMATED RESPONSE TO QUERIES MADE BY INTERACTIVE ELECTRONIC CHAT | July 2024 | June 2025 | Allow | 11 | 1 | 0 | Yes | No |
| 18750735 | SELECTING BALANCED CLUSTERS OF DESCRIPTIVE VECTORS | June 2024 | March 2025 | Allow | 9 | 1 | 0 | No | No |
| 18746969 | Image Query Analysis | June 2024 | February 2025 | Allow | 7 | 0 | 0 | No | No |
| 18674616 | TECHNIQUES FOR HANDLING SCHEMA MISMATCH WHEN MIGRATING DATABASES | May 2024 | February 2025 | Allow | 9 | 0 | 0 | No | No |
| 18660943 | IMAGE DISPLAY SYSTEMS AND METHODS | May 2024 | March 2025 | Allow | 10 | 1 | 0 | No | No |
| 18648223 | SNAPSHOT AND RESTORATION OF DISTRIBUTED FILE SYSTEM | April 2024 | January 2025 | Allow | 8 | 0 | 0 | No | No |
| 18645421 | METHOD FOR GENERATING SCIENTIFIC DATA MANAGEMENT IN FIELD OF POPULATION HEALTH BASED ON MIND MAP | April 2024 | July 2024 | Allow | 3 | 0 | 0 | No | No |
| 18611982 | APPARATUS AND A METHOD FOR HEURISTIC RE-INDEXING OF STOCHASTIC DATA TO OPTIMIZE DATA STORAGE AND RETRIEVAL EFFICIENCY | March 2024 | September 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18610766 | SYSTEM AND METHOD FOR INTERACTIVE DISCOVERY OF INTER-DATA SET RELATIONSHIPS | March 2024 | February 2025 | Allow | 11 | 1 | 0 | No | No |
| 18604275 | COMPUTER-BASED SYSTEMS CONFIGURED FOR DATABASE RESOLUTION FROM AN ENHANCED QUERY DATA REFINEMENT IN AN ELASTIC SEARCH ENVIRONMENT AND METHOD AN USE THEREOF | March 2024 | October 2024 | Allow | 7 | 0 | 0 | No | No |
| 18600872 | APPARATUS AND METHOD FOR OPTIMAL ZONE STRATEGY SELECTION | March 2024 | July 2024 | Allow | 4 | 0 | 0 | No | No |
| 18584304 | SYSTEMS AND METHODS FOR GENERATING A SYNTHESIZED DATABASE | February 2024 | July 2024 | Allow | 5 | 0 | 0 | No | No |
| 18431285 | MECHANISMS FOR EFFICIENT POINT-IN-TIME CREATION AND MAINTENANCE IN A DISTRIBUTED DATABASE | February 2024 | June 2025 | Allow | 16 | 0 | 0 | No | No |
| 18415404 | INTERPRETABLE FEATURE DISCOVERY WITH GRAMMAR-BASED BAYESIAN OPTIMIZATION | January 2024 | August 2024 | Allow | 7 | 0 | 0 | No | No |
| 18400366 | DATA STORAGE AND QUERYING | December 2023 | March 2025 | Allow | 15 | 1 | 0 | Yes | No |
| 18393985 | COMPUTER SYSTEMS AND PROCESSES CONFIGURED TO IDENTIFY BEHAVIORAL, ACTION, ACTIVITY, AND/OR EMOTIONAL STATES OF A PERSON, BY ANALYZING EMPIRICAL DATA RECEIVED FROM OBSERVATIONS OF THE PERSON, AND TO AUTONOMOUSLY RESPOND TO THE IDENTITY OF THE STATES | December 2023 | August 2024 | Allow | 8 | 0 | 0 | No | No |
| 18543904 | SYSTEMS AND METHODS FOR CONTENT SERVER MAKE DISK IMAGE OPERATION | December 2023 | August 2024 | Allow | 8 | 0 | 0 | No | No |
| 18537610 | Intelligent Data Contextualization | December 2023 | December 2024 | Allow | 12 | 2 | 0 | Yes | No |
| 18504775 | Generating Search Query Autocomplete Suggestions Based on Metadata Derived from Event Data | November 2023 | September 2024 | Allow | 10 | 0 | 0 | No | No |
| 18504359 | CLUSTERING METHOD AND SYSTEM | November 2023 | August 2024 | Allow | 10 | 2 | 0 | Yes | No |
| 18288932 | METHOD AND APPARATUS FOR MANAGING ACCOUNTS, AND SERVER AND STORAGE MEDIUM THEREOF | October 2023 | May 2024 | Allow | 6 | 0 | 0 | No | No |
| 18384964 | Method And System For Identifying, Managing, And Monitoring Data Dependencies | October 2023 | June 2024 | Allow | 7 | 0 | 0 | No | No |
| 18495952 | IN-DATABASE DATA CLEANSING | October 2023 | April 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18489916 | Apparatus, System, and Method for Audio Based Browser Cookies | October 2023 | November 2024 | Allow | 13 | 1 | 0 | No | No |
| 18379558 | SYSTEMS AND METHODS FOR UPDATING SEARCH RESULTS BASED ON A CONVERSATION | October 2023 | May 2024 | Allow | 7 | 0 | 0 | No | No |
| 18378575 | FINE-GRAINED ACCESS CONTROL VIA DATABASE ROLES | October 2023 | May 2024 | Allow | 7 | 0 | 0 | No | No |
| 18481036 | DATABASE SYSTEM INTERACTION EMBEDDING AND INDEXING FOR TEXT RETRIEVAL AND GENERATION | October 2023 | June 2024 | Allow | 9 | 0 | 0 | No | No |
| 18477281 | OPTIMIZING THE BACKUP AND RESTORATION OF FILES WITHIN A SERVICE | September 2023 | August 2024 | Allow | 11 | 0 | 0 | No | No |
| 18475695 | HASH ENGINE FOR CONDUCTING POINT QUERIES | September 2023 | October 2024 | Allow | 12 | 0 | 0 | No | No |
| 18475814 | EXPANDABLE DATA OBJECT MANAGEMENT AND INDEXING ARCHITECTURE FOR INTERSYSTEM DATA EXCHANGE COMPATIBILITY | September 2023 | November 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18372469 | BUILDING DATA PLATFORM WITH DIGITAL TWIN TRIGGERS AND ACTIONS | September 2023 | April 2025 | Allow | 19 | 1 | 0 | No | No |
| 18243113 | ITEM AUTHENTICATION SYSTEMS AND METHODS | September 2023 | November 2024 | Abandon | 14 | 1 | 0 | No | No |
| 18365775 | DISCOVERY OF NEW BUSINESS OPENINGS USING WEB CONTENT ANALYSIS | August 2023 | August 2024 | Allow | 12 | 1 | 0 | No | No |
| 18224875 | SYSTEMS AND METHODS FOR MAINTAINING A SITEMAP | July 2023 | July 2025 | Allow | 23 | 1 | 0 | Yes | No |
| 18348200 | SELECTING BALANCED CLUSTERS OF DESCRIPTIVE VECTORS | July 2023 | April 2024 | Allow | 9 | 1 | 0 | No | No |
| 18348143 | MULTIPLE MACHINE LEARNING MODEL ANOMALY DETECTION FRAMEWORK | July 2023 | March 2024 | Allow | 9 | 0 | 0 | No | No |
| 18218061 | Cloud-native global file system with multi-site support using push classes | July 2023 | August 2024 | Allow | 13 | 1 | 0 | No | No |
| 18342307 | SYSTEM AND METHOD FOR GENERATING A RECOMMENDATION | June 2023 | November 2024 | Allow | 17 | 0 | 0 | No | No |
| 18206714 | SYSTEMS, MEDIA, AND METHODS FOR AUTOMATED RESPONSE TO QUERIES MADE BY INTERACTIVE ELECTRONIC CHAT | June 2023 | April 2024 | Allow | 11 | 1 | 0 | No | No |
| 18317757 | METHODS AND APPARATUS TO MONITOR MEDIA PRESENTATIONS | May 2023 | April 2024 | Allow | 11 | 0 | 0 | No | No |
| 18131425 | COMPUTER SYSTEMS AND PROCESSES CONFIGURED TO IDENTIFY BEHAVIORAL, ACTION, ACTIVITY, AND/OR EMOTIONAL STATES OF A PERSON AND TO RESPOND TO THE IDENTITY OF THE STATES | April 2023 | October 2023 | Allow | 7 | 0 | 0 | No | No |
| 18130793 | SYSTEMS AND METHODS FOR DISCOVERING SOCIAL ACCOUNTS | April 2023 | February 2024 | Allow | 10 | 1 | 0 | No | No |
| 18170091 | Image Query Analysis | February 2023 | March 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18109191 | FINE-GRAINED ACCESS CONTROL VIA DATABASE ROLES | February 2023 | September 2023 | Allow | 7 | 0 | 0 | Yes | No |
| 18106320 | ITEM AUTHENTICATION SYSTEMS AND METHODS | February 2023 | May 2023 | Allow | 3 | 0 | 0 | No | No |
| 18164182 | Apparatus, System, and Method for Audio Based Browser Cookies | February 2023 | July 2023 | Allow | 5 | 0 | 0 | No | No |
| 18155498 | DYNAMICALLY DETECTING USER PERSONAS OF NETWORK USERS FOR CUSTOMIZED SUGGESTIONS | January 2023 | June 2024 | Allow | 17 | 0 | 0 | No | No |
| 18096492 | SYSTEM AND METHOD FOR CONTENT CREATION AND DELIVERY | January 2023 | March 2025 | Allow | 26 | 1 | 0 | No | No |
| 18151364 | RELATING EVENTS AND MATCHING EVENTS TO STEPS OF A PROCESS USING FIELD VALUES FROM DIFFERENT FIELDS | January 2023 | June 2023 | Allow | 6 | 0 | 0 | No | No |
| 18145438 | MANAGING DATA RESOURCES | December 2022 | January 2025 | Allow | 25 | 1 | 0 | Yes | No |
| 18087023 | SYSTEMS AND METHODS FOR GENERATING AND DISPLAYING A DATA PIPELINE USING A NATURAL LANGUAGE QUERY, AND DESCRIBING A DATA PIPELINE USING NATURAL LANGUAGE | December 2022 | January 2025 | Allow | 25 | 2 | 0 | Yes | No |
| 18085937 | COMPRESSION AWARE AGGREGATIONS FOR QUERIES WITH EXPRESSIONS | December 2022 | December 2023 | Allow | 12 | 0 | 0 | No | No |
| 18083024 | CONTEXTUALIZING DATA TO AUGMENT PROCESSES USING SEMANTIC TECHNOLOGIES AND ARTIFICIAL INTELLIGENCE | December 2022 | April 2024 | Allow | 16 | 0 | 0 | No | No |
| 18065925 | IMAGE DISPLAY SYSTEMS AND METHODS | December 2022 | May 2024 | Allow | 17 | 1 | 0 | No | No |
| 18063836 | HEALTHCARE DATA MANAGEMENT SYSTEM | December 2022 | November 2024 | Allow | 23 | 0 | 0 | No | No |
| 18060326 | APPARATUSES, METHODS, AND COMPUTER PROGRAM PRODUCTS FOR CONTEXT-CONSCIOUS SENSOR SIGNATURE PROFILING WITH IMPRESSION ACQUISITION AND SCAVENGING | November 2022 | February 2025 | Allow | 27 | 2 | 0 | No | No |
| 18071002 | AUTOMATED SYNCING OF DATA BETWEEN SECURITY DOMAINS | November 2022 | November 2023 | Allow | 12 | 0 | 0 | No | No |
| 18059523 | RECOMMENDATION SYSTEM FOR PROVIDING PERSONALIZED AND MIXED CONTENT ON A USER INTERFACE BASED ON CONTENT AND USER SIMILARITY | November 2022 | March 2024 | Allow | 15 | 1 | 0 | No | No |
| 17989509 | Online Resize of a Volume of a Distributed Storage System | November 2022 | September 2024 | Allow | 22 | 0 | 0 | No | No |
| 17957794 | FINE-GRAINED ACCESS CONTROL VIA DATABASE ROLES | September 2022 | January 2023 | Allow | 3 | 0 | 0 | No | No |
| 17936277 | TAG DISTRIBUTION VISUALIZATION SYSTEM | September 2022 | January 2024 | Allow | 15 | 2 | 0 | No | No |
| 17948617 | Intelligent Data Contextualization | September 2022 | November 2023 | Allow | 13 | 0 | 0 | No | No |
| 17820748 | OCCUPANT COMFORT MODEL EXTRAPOLATION | August 2022 | March 2024 | Allow | 19 | 1 | 0 | No | No |
| 17887097 | SYSTEM AND METHOD FOR AUTOMATED DATA INTEGRATION | August 2022 | February 2024 | Allow | 18 | 1 | 0 | No | No |
| 17877825 | EXPANDABLE DATA OBJECT MANAGEMENT AND INDEXING ARCHITECTURE FOR INTERSYSTEM DATA EXCHANGE COMPATIBILITY | July 2022 | July 2023 | Allow | 11 | 1 | 0 | No | No |
| 17814575 | MIGRATION OF JOURNAL GROUPS IN A STORAGE SYSTEM | July 2022 | October 2023 | Allow | 15 | 0 | 0 | No | No |
| 17869703 | BACKUP AND RESTORE OF FILES WITH MULTIPLE HARD LINKS | July 2022 | January 2025 | Allow | 30 | 2 | 0 | Yes | No |
| 17867397 | SYSTEMS AND METHODS FOR CONTENT SERVER MAKE DISK IMAGE OPERATION | July 2022 | August 2023 | Allow | 13 | 1 | 0 | No | No |
| 17812895 | SYSTEMS AND METHODS FOR EXTRACTING, DIGITIZING, AND USING ENGINEERING DRAWING DATA | July 2022 | September 2023 | Allow | 15 | 0 | 0 | No | No |
| 17857858 | SYSTEMS AND METHODS FOR UPDATING SEARCH RESULTS BASED ON A CONVERSATION | July 2022 | July 2023 | Allow | 12 | 0 | 0 | Yes | No |
| 17856271 | SYSTEMS AND METHODS FOR GENERATING SMELL DATA AND A DATABASE THEREOF | July 2022 | December 2023 | Allow | 17 | 2 | 0 | Yes | No |
| 17853629 | Converting Storage Resources to Distributed Persistent Storage for Containerized Applications | June 2022 | March 2025 | Allow | 32 | 1 | 0 | No | No |
| 17841996 | FINE-GRAINED ACCESS CONTROL VIA DATABASE ROLES | June 2022 | September 2022 | Allow | 3 | 1 | 0 | No | No |
| 17841851 | DISTRIBUTED STORAGE SYSTEM WITH MACHINE LEARNING MODEL FOR SELECTING A HASH FUNCTION TO MAP A DATA ITEM TO A STORAGE DEVICE | June 2022 | March 2024 | Allow | 21 | 1 | 0 | No | No |
| 17783331 | INFORMATION PROCESSING APPARATUS AND FILE RECORDING METHOD | June 2022 | February 2024 | Allow | 21 | 1 | 0 | No | No |
| 17782855 | DATA SYNCHRONIZATION METHOD AND DEVICE FOR DATABASES, AND STORAGE MEDIUM | June 2022 | August 2023 | Allow | 14 | 0 | 0 | No | No |
| 17804660 | APPLICATION UPDATE CONFIGURATION USING AN APPLICATION CONNECTOR | May 2022 | March 2024 | Allow | 22 | 1 | 0 | No | No |
| 17804829 | Automatic Incident Dispatcher | May 2022 | February 2024 | Allow | 21 | 1 | 0 | Yes | No |
| 17739106 | INTERPRETABLE FEATURE DISCOVERY WITH GRAMMAR-BASED BAYESIAN OPTIMIZATION | May 2022 | September 2023 | Allow | 16 | 1 | 0 | No | No |
| 17732994 | OPTIMIZING A STORAGE SYSTEM | April 2022 | October 2023 | Abandon | 17 | 1 | 0 | Yes | No |
| 17722191 | SYSTEMS AND METHODS FOR STRUCTURE-INDEPENDENT CATEGORIZATION OF BINARY DOCUMENTS | April 2022 | April 2023 | Allow | 12 | 0 | 0 | No | No |
| 17707547 | Cloud-native global file system with multi-site support using push classes | March 2022 | February 2023 | Allow | 11 | 0 | 0 | No | No |
| 17762094 | WORKPIECE IMAGE SEARCH APPARATUS AND WORKPIECE IMAGE SEARCH METHOD | March 2022 | October 2022 | Allow | 6 | 0 | 0 | No | No |
| 17642703 | DATA ACCESS METHOD, DATA STORAGE SYSTEM, SERVER APPARATUS, CLIENT APPARATUS, AND PROGRAM | March 2022 | December 2024 | Allow | 33 | 2 | 0 | Yes | No |
| 17693159 | METHODS AND APPARATUS TO MONITOR MEDIA PRESENTATIONS | March 2022 | February 2023 | Allow | 11 | 0 | 0 | No | No |
| 17692214 | DATA COLLECTION SYSTEM FOR EFFECTIVELY PROCESSING BIG DATA | March 2022 | September 2024 | Allow | 30 | 0 | 0 | No | No |
| 17672307 | Method And System For Identifying, Managing, And Monitoring Data Dependencies | February 2022 | September 2023 | Allow | 19 | 1 | 0 | Yes | No |
| 17649415 | REVERSE EXTRACT, TRANSFORM, LOAD (ETL) TOOL | January 2022 | April 2022 | Allow | 2 | 0 | 0 | No | No |
| 17589800 | SYSTEMS AND METHODS FOR MAINTAINING A SITEMAP | January 2022 | March 2023 | Allow | 13 | 0 | 0 | No | No |
| 17631396 | DATA SELECTION METHOD, DATA SELECTION APPARATUS AND PROGRAM | January 2022 | May 2025 | Abandon | 40 | 4 | 0 | No | No |
| 17578557 | SYSTEM AND METHOD FOR GENERATING A RECOMMENDATION | January 2022 | April 2023 | Allow | 15 | 0 | 0 | No | No |
| 17576572 | SYSTEMS AND METHODS FOR DETERMINING RELATIONSHIPS AMONG DATA ELEMENTS | January 2022 | October 2024 | Abandon | 33 | 2 | 0 | No | No |
| 17563847 | DISCOVERY OF NEW BUSINESS OPENINGS USING WEB CONTENT ANALYSIS | December 2021 | May 2023 | Allow | 16 | 1 | 0 | No | No |
| 17559976 | FACILITATING CROSS-PLATFORM CONTENT ACCESS | December 2021 | July 2023 | Abandon | 18 | 1 | 0 | No | No |
| 17554094 | SYSTEMS AND METHODS FOR ASSET TYPE FINGERPRINTING AND DATA MESSAGE DECODING | December 2021 | March 2022 | Allow | 3 | 0 | 0 | No | No |
| 17544432 | METHOD OF INTEROPERABILITY FOR DATA HUBS BASED ON ACTIVE METADATA MANAGEMENT | December 2021 | December 2023 | Allow | 24 | 1 | 0 | No | No |
| 17537019 | SYSTEMS AND METHODS FOR DISCOVERING SOCIAL ACCOUNTS | November 2021 | December 2022 | Allow | 13 | 0 | 0 | No | No |
| 17529120 | BUILDING DATA PLATFORM WITH DIGITAL TWIN TRIGGERS AND ACTIONS | November 2021 | February 2023 | Allow | 14 | 3 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner STEVENS, ROBERT.
With a 35.0% 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, 21.6% 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 STEVENS, ROBERT works in Art Unit 2164 and has examined 673 patent applications in our dataset. With an allowance rate of 89.5%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 26 months.
Examiner STEVENS, ROBERT's allowance rate of 89.5% places them in the 69% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.
On average, applications examined by STEVENS, ROBERT receive 1.20 office actions before reaching final disposition. This places the examiner in the 20% percentile for office actions issued. This examiner issues significantly fewer office actions than most examiners.
The median time to disposition (half-life) for applications examined by STEVENS, ROBERT is 26 months. This places the examiner in the 60% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.
Conducting an examiner interview provides a +2.8% benefit to allowance rate for applications examined by STEVENS, ROBERT. This interview benefit is in the 21% 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, 32.3% of applications are subsequently allowed. This success rate is in the 60% 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 21.6% 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, 37.5% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 33% 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 54.5% of appeals filed. This is in the 20% percentile among all examiners. Of these withdrawals, 37.5% 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, 43.7% are granted (fully or in part). This grant rate is in the 47% 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 0.3% of allowed cases (in the 54% 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 2.7% of allowed cases (in the 69% percentile). This examiner issues Quayle actions more often than average when claims are allowable but formal matters remain (MPEP § 714.14).
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.