Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18641001 | AUTOMATED SELECTION OF LARGE LANGUAGE MODELS IN CLOUD COMPUTING ENVIRONMENTS | April 2024 | November 2024 | Allow | 7 | 2 | 0 | Yes | No |
| 18440528 | INVOKING FUNCTIONS OF AGENTS VIA DIGITAL ASSISTANT APPLICATIONS USING ADDRESS TEMPLATES | February 2024 | March 2025 | Allow | 13 | 2 | 0 | No | No |
| 18430253 | MULTIMODAL RESPONSES | February 2024 | February 2025 | Allow | 12 | 1 | 0 | No | No |
| 18411516 | MULTIPLE SKILLS PROCESSING | January 2024 | November 2024 | Allow | 10 | 1 | 0 | No | No |
| 18526690 | Personalized and Contextualized Audio Briefing | December 2023 | April 2025 | Allow | 16 | 3 | 0 | Yes | No |
| 18489482 | SYSTEMS AND METHODS FOR DYNAMICALLY UPDATING MACHINE LEARNING MODELS THAT PROVIDE CONVERSATIONAL RESPONSES | October 2023 | September 2024 | Allow | 11 | 1 | 0 | Yes | No |
| 18378038 | SYSTEMS, METHODS, AND APPARATUSES FOR RESUMING DIALOG SESSIONS VIA AUTOMATED ASSISTANT | October 2023 | December 2024 | Allow | 14 | 2 | 0 | Yes | No |
| 18244543 | MULTIMODAL SENTIMENT CLASSIFICATION | September 2023 | August 2024 | Allow | 11 | 1 | 0 | No | No |
| 18462092 | SYSTEMS AND METHODS FOR A VIRTUAL AGENT IN A CLOUD COMPUTING ENVIRONMENT | September 2023 | August 2024 | Allow | 12 | 1 | 0 | Yes | No |
| 18458777 | Voice-Enabled Screen Reader | August 2023 | February 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18449172 | EMOTION-BASED VOICE CONTROLLED DEVICE | August 2023 | March 2025 | Allow | 19 | 2 | 0 | No | No |
| 18230395 | SYSTEMS AND METHODS FOR CONVERSATION ORCHESTRATION USING TRAINED LARGE LANGUAGE MODELS | August 2023 | July 2024 | Allow | 11 | 3 | 0 | No | No |
| 18352930 | METHOD, APPARATUS, AND COMPUTER PROGRAM PRODUCT FOR SEARCHABLE REAL-TIME TRANSCRIBED AUDIO AND VISUAL CONTENT WITHIN A GROUP-BASED COMMUNICATION SYSTEM | July 2023 | April 2025 | Allow | 22 | 3 | 0 | Yes | No |
| 18330859 | SYSTEMS AND METHODS FOR PARSING MULTIPLE INTENTS IN NATURAL LANGUAGE SPEECH | June 2023 | April 2025 | Allow | 23 | 3 | 0 | Yes | No |
| 18143912 | METHOD AND SYSTEM FOR AUTOMATICALLY PRIORITIZING CONTENT PROVIDED TO A USER | May 2023 | June 2024 | Allow | 14 | 2 | 0 | Yes | No |
| 18312155 | NATURAL LANGUAGE BASED ELECTRONIC COMMUNICATION PROFILE SYSTEM | May 2023 | June 2024 | Abandon | 14 | 1 | 0 | No | No |
| 18310558 | Unsupervised automated extraction of conversation structure from recorded conversations | May 2023 | August 2024 | Allow | 16 | 2 | 0 | Yes | No |
| 18135049 | INTELLIGENT AUTOMATED ORDER-BASED CUSTOMER DIALOGUE SYSTEM | April 2023 | January 2024 | Allow | 10 | 1 | 0 | No | No |
| 18189270 | SPEECH ENDPOINTING BASED ON WORD COMPARISONS | March 2023 | April 2024 | Allow | 13 | 2 | 0 | Yes | No |
| 18126212 | SYSTEMS AND METHODS FOR RECONSTRUCTING VIDEO DATA USING CONTEXTUALLY-AWARE MULTI-MODAL GENERATION DURING SIGNAL LOSS | March 2023 | May 2025 | Allow | 26 | 0 | 0 | No | No |
| 18169162 | SYSTEMS AND METHODS FOR DYNAMICALLY UPDATING MACHINE LEARNING MODELS THAT PROVIDE CONVERSATIONAL RESPONSES | February 2023 | August 2023 | Allow | 6 | 1 | 0 | No | No |
| 18102579 | PREDICTIVE TIME SERIES DATA OBJECT MACHINE LEARNING SYSTEM | January 2023 | December 2024 | Allow | 23 | 3 | 0 | Yes | No |
| 18151619 | NETWORKED DEVICES, SYSTEMS, & METHODS FOR INTELLIGENTLY DEACTIVATING WAKE-WORD ENGINES | January 2023 | July 2023 | Allow | 6 | 0 | 0 | No | No |
| 18069070 | LANGUAGE MODELS USING DOMAIN-SPECIFIC MODEL COMPONENTS | December 2022 | September 2023 | Allow | 8 | 2 | 0 | No | No |
| 18059928 | MULTIMODAL SENTIMENT CLASSIFICATION | November 2022 | August 2023 | Allow | 8 | 1 | 0 | No | No |
| 17993029 | SEMANTIC FRAME BUILDER | November 2022 | February 2025 | Allow | 27 | 0 | 0 | No | No |
| 17964647 | AUTOMATED TEXT-TO-SPEECH CONVERSION, SUCH AS DRIVING MODE VOICE MEMO | October 2022 | October 2023 | Allow | 12 | 2 | 0 | Yes | No |
| 17946400 | Multi-Granularity Alignment for Visual Question Answering | September 2022 | November 2024 | Allow | 26 | 1 | 0 | Yes | No |
| 17946871 | ASSISTANT ADAPTATION OF GRAPHICAL USER INTERFACE TO GUIDE INTERACTION WITH USER IN FULFILLING USER REQUEST | September 2022 | March 2025 | Allow | 30 | 2 | 0 | Yes | No |
| 17945320 | MULTIPLE SKILLS PROCESSING | September 2022 | September 2023 | Allow | 12 | 1 | 0 | No | No |
| 17942116 | SENTIMENT PARSING METHOD, ELECTRONIC DEVICE, AND STORAGE MEDIUM | September 2022 | April 2025 | Allow | 31 | 1 | 0 | Yes | No |
| 17930141 | PYRAMID VECTOR QUANTIZER SHAPE SEARCH | September 2022 | November 2023 | Allow | 14 | 2 | 0 | Yes | No |
| 17898205 | INVOKING FUNCTIONS OF AGENTS VIA DIGITAL ASSISTANT APPLICATIONS USING ADDRESS TEMPLATES | August 2022 | September 2023 | Allow | 13 | 2 | 0 | Yes | No |
| 17822715 | ADAPTIVE FRAME SKIPPING FOR SPEECH RECOGNITION | August 2022 | November 2024 | Allow | 27 | 1 | 0 | No | No |
| 17863742 | APPARATUS AND METHOD FOR PROCESSING NATURAL LANGUAGE | July 2022 | November 2024 | Allow | 28 | 1 | 0 | No | No |
| 17854450 | ELECTRONIC DEVICE AND CONTROL METHOD THEREOF | June 2022 | October 2024 | Allow | 28 | 1 | 0 | Yes | No |
| 17851902 | AUGMENTING VOICE SAMPLES BASED ON DISTRIBUTIONS OF SPEAKER CLASSES | June 2022 | February 2025 | Allow | 32 | 1 | 0 | Yes | No |
| 17784004 | DIALOGUE PROCESSING APPARATUS, LEARNING APPARATUS, DIALOGUE PROCESSING METHOD, LEARNING METHOD AND PROGRAM | June 2022 | April 2025 | Allow | 34 | 2 | 0 | Yes | No |
| 17756624 | DETECTING RELATED INFORMATION ON CALLS IN MULTI-TENANT SYSTEM AND FOR CONSENT BASED INFORMATION SHARING | May 2022 | September 2024 | Allow | 28 | 2 | 0 | No | No |
| 17732944 | SYSTEMS AND METHODS TO IMPROVE TRUST IN CONVERSATIONS | April 2022 | June 2025 | Allow | 38 | 2 | 0 | No | No |
| 17722566 | USING MACHINE LEARNING FOR INDIVIDUAL CLASSIFICATION | April 2022 | June 2025 | Allow | 38 | 2 | 0 | Yes | No |
| 17658115 | COMPUTING SYSTEMS FOR RAPIDLY COLLECTING DIGITAL WITNESS STATEMENTS AND EFFICIENTLY CORRECTING TRANSCRIPTION ERRORS | April 2022 | December 2024 | Allow | 32 | 1 | 0 | No | No |
| 17690609 | SHARED ENCODER FOR NATURAL LANGUAGE UNDERSTANDING PROCESSING | March 2022 | December 2024 | Allow | 33 | 1 | 0 | Yes | No |
| 17422281 | E-MAIL CLASSIFICATION DEVICE, E-MAIL CLASSIFICATION METHOD, AND COMPUTER PROGRAM | February 2022 | January 2025 | Allow | 42 | 1 | 0 | No | No |
| 17668968 | MULTI-CHANNEL CONVERSATION PROCESSING | February 2022 | May 2024 | Allow | 28 | 0 | 0 | No | No |
| 17583672 | INDICATOR FOR VOICE-BASED COMMUNICATIONS | January 2022 | May 2024 | Allow | 28 | 2 | 0 | No | No |
| 17627864 | Method and device for Processing Voice Information, Storage Medium and Electronic Apparatus | January 2022 | March 2025 | Abandon | 38 | 2 | 0 | No | No |
| 17572261 | SYSTEMS, METHODS, AND APPARATUSES FOR RESUMING DIALOG SESSIONS VIA AUTOMATED ASSISTANT | January 2022 | August 2023 | Allow | 19 | 2 | 0 | Yes | No |
| 17570196 | SYSTEMS AND METHODS FOR USING VECTOR MODEL NORMAL EXCLUSION IN NATURAL LANGUAGE PROCESSING TO CHARACTERIZE A CATEGORY OF MESSAGES | January 2022 | August 2024 | Allow | 31 | 1 | 0 | No | No |
| 17569495 | SYSTEM AND METHOD FOR SPEAKER VERIFICATION | January 2022 | August 2024 | Abandon | 32 | 1 | 0 | No | No |
| 17568960 | AUTOMATED DOMAIN-SPECIFIC CONSTRAINED DECODING FROM SPEECH INPUTS TO STRUCTURED RESOURCES | January 2022 | July 2024 | Allow | 30 | 1 | 0 | Yes | No |
| 17553976 | CASCADED ADAPTIVE INTERFERENCE CANCELLATION ALGORITHMS | December 2021 | July 2023 | Allow | 19 | 1 | 0 | No | No |
| 17644047 | HIERARCHICAL SEARCH FOR IMPROVED SEARCH RELEVANCE | December 2021 | May 2024 | Allow | 29 | 4 | 0 | Yes | No |
| 17539005 | SPEECH RECOGNITION METHOD, APPARATUS, AND DEVICE, AND COMPUTER-READABLE STORAGE MEDIUM | November 2021 | April 2024 | Allow | 29 | 1 | 0 | No | No |
| 17527167 | METHOD AND APPARATUS FOR DECENTRALIZED SUPERVISED LEARNING IN NLP APPLICATIONS | November 2021 | June 2024 | Allow | 31 | 1 | 0 | No | No |
| 17526832 | TEXT PROCESSING METHOD, MODEL TRAINING METHOD, AND APPARATUS | November 2021 | October 2024 | Allow | 35 | 1 | 1 | No | No |
| 17515901 | MULTIMODAL RESPONSES | November 2021 | November 2023 | Allow | 24 | 0 | 0 | No | No |
| 17607534 | DIGITAL HALFTONING WITH SPIRAL DOTS | October 2021 | September 2023 | Allow | 22 | 1 | 0 | No | No |
| 17607177 | RASTER IMAGE PROCESSOR | October 2021 | April 2024 | Abandon | 29 | 2 | 0 | No | No |
| 17405120 | USER PROFILE LINKING | August 2021 | July 2023 | Allow | 23 | 1 | 0 | No | No |
| 17428961 | PARALINGUISTIC INFORMATION ESTIMATION MODEL LEARNING APPARATUS, PARALINGUISTIC INFORMATION ESTIMATION APPARATUS, AND PROGRAM | August 2021 | April 2025 | Allow | 45 | 3 | 0 | No | No |
| 17385746 | AUTOMATIC EXTRACTION OF SITUATIONS | July 2021 | February 2024 | Allow | 31 | 1 | 0 | No | No |
| 17425444 | INFORMATION PROCESSING DEVICE TO STOP THE TURN OFF OF POWER BASED ON VOICE INPUT FOR VOICE OPERATION | July 2021 | January 2024 | Allow | 30 | 1 | 0 | No | No |
| 17425560 | ELECTRONIC APPARATUS AND CONTROLLING METHOD THEREOF | July 2021 | January 2024 | Allow | 30 | 1 | 0 | No | No |
| 17383284 | SEMANTICALLY-AUGMENTED CONTEXT REPRESENTATION GENERATION | July 2021 | January 2024 | Allow | 30 | 0 | 0 | No | No |
| 17373867 | VOICE PROCESSING METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR VEHICLE-MOUNTED DEVICE | July 2021 | May 2024 | Abandon | 34 | 2 | 0 | No | No |
| 17361761 | MULTI-SESSION CONTEXT | June 2021 | October 2023 | Allow | 27 | 1 | 0 | No | No |
| 17419390 | COLOR PREDICTION | June 2021 | November 2023 | Abandon | 29 | 1 | 0 | No | No |
| 17361003 | ADAPTATIONS OF TASK-ORIENTED AGENTS USING USER INTERACTIONS | June 2021 | August 2024 | Allow | 38 | 2 | 0 | Yes | No |
| 17304720 | EARLY INVOCATION FOR CONTEXTUAL DATA PROCESSING | June 2021 | September 2024 | Allow | 39 | 4 | 0 | Yes | No |
| 17350116 | INTENT CLASSIFICATION USING NON-CORRELATED FEATURES | June 2021 | February 2024 | Allow | 32 | 1 | 0 | Yes | No |
| 17351120 | REAL-TIME NAMED ENTITY BASED TRANSACTION APPROVAL | June 2021 | October 2024 | Allow | 39 | 2 | 0 | Yes | No |
| 17414194 | VOICE RECOGNITION DEVICE, CONTROL METHOD OF VOICE RECOGNITION DEVICE, CONTENT REPRODUCING DEVICE, AND CONTENT TRANSMISSION/RECEPTION SYSTEM | June 2021 | December 2023 | Allow | 30 | 1 | 0 | Yes | No |
| 17303851 | PROTECTING SENSITIVE INFORMATION IN CONVERSATIONAL EXCHANGES | June 2021 | July 2024 | Abandon | 38 | 4 | 0 | Yes | No |
| 17303345 | System and Method for Analyzing and Reacting to Interactions Between Entities Using Electronic Communication Channels | May 2021 | December 2023 | Allow | 31 | 4 | 0 | No | No |
| 17330612 | EXPLAINING ANOMALOUS PHONETIC TRANSLATIONS | May 2021 | July 2023 | Allow | 26 | 1 | 0 | Yes | No |
| 17290444 | METHOD AND SYSTEM FOR CREATING A DOMAIN-SPECIFIC TRAINING CORPUS FROM GENERIC DOMAIN CORPORA | April 2021 | September 2023 | Allow | 28 | 0 | 0 | No | No |
| 17238866 | SYSTEMS AND METHODS OF IMPLEMENTING PLATFORMS FOR BOT INTERFACES WITHIN AN INTELLIGENT DEVELOPMENT PLATFORM | April 2021 | April 2025 | Allow | 47 | 5 | 1 | Yes | No |
| 17287515 | CONFERENCE SUPPORT SYSTEM | April 2021 | March 2024 | Abandon | 35 | 1 | 0 | No | No |
| 17235804 | INDUCTION OF DIALOG FLOW WITHIN A CONVERSATIONAL NATURAL LANGUAGE SYSTEM | April 2021 | May 2024 | Allow | 37 | 3 | 0 | Yes | No |
| 17285563 | TERMINAL SCREEN PROJECTION CONTROL METHOD AND TERMINAL | April 2021 | May 2024 | Abandon | 37 | 2 | 0 | No | No |
| 17285391 | ELECTRONIC DEVICE FOR SHARING USER-SPECIFIC VOICE COMMAND AND METHOD FOR CONTROLLING SAME | April 2021 | December 2023 | Allow | 32 | 1 | 0 | No | No |
| 17230985 | SENTENCE GENERATION METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM | April 2021 | April 2024 | Allow | 36 | 2 | 0 | Yes | No |
| 17171166 | MAN- MACHINE INTERACTION SYSTEM AND MULTI-TASK PROCESSING METHOD IN THE MAN-MACHINE INTERACTION SYSTEM | February 2021 | April 2024 | Allow | 38 | 2 | 0 | No | No |
| 17121153 | SPEECH RECOGNITION | December 2020 | December 2023 | Allow | 36 | 4 | 0 | No | No |
| 17096288 | APPARATUS AND METHOD FOR PROCESSING DATA BETWEEN NEIGHBORS BASED ON ARTIFICIAL INTELLIGENCE TO PREVENT DISPUTE OVER NOISE TRAVELLING BETWEEN NEIGHBORS | November 2020 | October 2023 | Allow | 35 | 2 | 0 | No | No |
| 17064252 | PERSONALIZATION OF EXPERIENCES WITH DIGITAL ASSISTANTS IN COMMUNAL SETTINGS THROUGH VOICE AND QUERY PROCESSING | October 2020 | June 2023 | Allow | 33 | 2 | 0 | Yes | No |
| 16984450 | DETERMINATION OF USER INTENT USING CONTEXTUAL ANALYSIS | August 2020 | December 2023 | Abandon | 40 | 4 | 0 | Yes | No |
| 16916248 | Applied Artificial Intelligence Technology for Using Natural Language Processing and Concept Expression Templates to Train a Natural Language Generation System | June 2020 | March 2024 | Allow | 44 | 4 | 0 | Yes | No |
| 16907680 | NATURAL LANGUAGE PROCESSING OF DECLARATIVE STATEMENTS | June 2020 | February 2024 | Allow | 43 | 4 | 0 | No | No |
| 16818758 | Data Processing Device and Method for Performing Speech-Based Human Machine Interaction | March 2020 | January 2025 | Abandon | 58 | 7 | 0 | Yes | No |
| 16812614 | DOMAIN AND INTENT NAME FEATURE IDENTIFICATION AND PROCESSING | March 2020 | July 2024 | Allow | 52 | 6 | 0 | Yes | No |
| 16722569 | AUDIO CODING METHOD AND APPARATUS | December 2019 | October 2024 | Allow | 58 | 2 | 0 | No | Yes |
| 16671830 | METHODS AND APPARATUS FOR ADAPTIVE GAIN CONTROL IN A COMMUNICATION SYSTEM | November 2019 | July 2023 | Allow | 44 | 2 | 0 | No | Yes |
| 16558907 | Personalized and Contextualized Audio Briefing | September 2019 | August 2023 | Allow | 47 | 4 | 0 | Yes | No |
| 16520374 | Unsupervised automated extraction of conversation structure from recorded conversations | July 2019 | April 2024 | Abandon | 56 | 4 | 0 | Yes | Yes |
| 16365033 | PERSONALIZATION FOR SPEECH PROCESSING APPLICATIONS | March 2019 | June 2023 | Allow | 50 | 2 | 0 | No | Yes |
| 16271445 | TEXT CLASSIFICATION AND SENTIMENTIZATION WITH VISUALIZATION | February 2019 | March 2023 | Abandon | 49 | 4 | 0 | No | Yes |
| 16044659 | VOICE TRANSLATION METHOD, VOICE TRANSLATION DEVICE AND SERVER | July 2018 | November 2023 | Abandon | 60 | 12 | 0 | Yes | No |
| 15659786 | Analysis of Professional-Client Interactions | July 2017 | November 2017 | Allow | 3 | 0 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner ZHU, RICHARD Z.
With a 50.0% 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, 42.9% 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 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 is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.
Examiner ZHU, RICHARD Z works in Art Unit 2654 and has examined 158 patent applications in our dataset. With an allowance rate of 91.1%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 30 months.
Examiner ZHU, RICHARD Z's allowance rate of 91.1% places them in the 74% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.
On average, applications examined by ZHU, RICHARD Z receive 2.00 office actions before reaching final disposition. This places the examiner in the 65% 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 ZHU, RICHARD Z is 30 months. This places the examiner in the 41% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.
Conducting an examiner interview provides a +4.4% benefit to allowance rate for applications examined by ZHU, RICHARD Z. This interview benefit is in the 27% percentile among all examiners. Recommendation: Interviews provide a below-average benefit with this examiner.
When applicants file an RCE with this examiner, 29.8% of applications are subsequently allowed. This success rate is in the 49% 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 36.6% of cases where such amendments are filed. This entry rate is in the 48% 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, 0.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 10% percentile among all examiners. Note: Pre-appeal conferences show limited success with this examiner compared to others. While still worth considering, be prepared to proceed with a full appeal brief if the PAC does not result in favorable action.
This examiner withdraws rejections or reopens prosecution in 45.5% of appeals filed. This is in the 8% percentile among all examiners. Of these withdrawals, 20.0% 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, 76.9% are granted (fully or in part). This grant rate is in the 91% percentile among all examiners. Strategic Note: Petitions are frequently granted regarding this examiner's actions compared to other examiners. Per MPEP § 1002.02(c), various examiner actions are petitionable to the Technology Center Director, including prematureness of final rejection, refusal to enter amendments, and requirement for information. If you believe an examiner action is improper, consider filing a petition.
Examiner's Amendments: This examiner makes examiner's amendments in 0.6% of allowed cases (in the 62% 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 25% 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.