Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18734250 | PROGNOSTIC MAINTENANCE SYSTEM AND METHOD | June 2024 | January 2025 | Allow | 8 | 0 | 0 | Yes | No |
| 18630990 | METHODS AND SYSTEMS FOR GENERATING MOBILE ENABLED EXTRACTION MODELS | April 2024 | November 2024 | Allow | 7 | 0 | 0 | No | No |
| 18440082 | NEURAL NETWORKS FOR CHANGING CHARACTERISTICS OF VOCALS | February 2024 | May 2025 | Allow | 15 | 2 | 0 | Yes | No |
| 18403230 | NAMED ENTITY RECOGNITION IN SEARCH QUERIES | January 2024 | November 2024 | Allow | 11 | 1 | 0 | No | No |
| 18528981 | SYSTEMS AND METHODS FOR RECOGNIZING A SPEECH OF A SPEAKER | December 2023 | May 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18530027 | DE-DUPLICATION AND CONTEXTUALLY-INTELLIGENT RECOMMENDATIONS BASED ON NATURAL LANGUAGE UNDERSTANDING OF CONVERSATIONAL SOURCES | December 2023 | June 2025 | Allow | 19 | 2 | 0 | Yes | No |
| 18530021 | DE-DUPLICATION AND CONTEXTUALLY-INTELLIGENT RECOMMENDATIONS BASED ON NATURAL LANGUAGE UNDERSTANDING OF CONVERSATIONAL SOURCES | December 2023 | June 2025 | Allow | 19 | 2 | 0 | Yes | No |
| 18513981 | SYSTEMS AND METHODS FOR TRAINING LANGUAGE MODELS TO REASON OVER TABLES | November 2023 | March 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18474853 | MEANING INFERENCE FROM SPEECH AUDIO | September 2023 | September 2024 | Allow | 12 | 1 | 0 | Yes | No |
| 18200518 | SUGGESTING AN ALTERNATIVE INTERFACE WHEN ENVIRONMENTAL INTERFERENCE IS EXPECTED TO INHIBIT CERTAIN AUTOMATED ASSISTANT INTERACTIONS | May 2023 | March 2024 | Allow | 10 | 0 | 0 | No | No |
| 18199515 | SPOKEN NOTIFICATIONS | May 2023 | June 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18194586 | MINIMUM WORD ERROR RATE TRAINING FOR ATTENTION-BASED SEQUENCE-TO-SEQUENCE MODELS | March 2023 | October 2023 | Allow | 7 | 1 | 0 | Yes | No |
| 18028094 | EVENT REPRESENTATION IN EMBODIED AGENT | March 2023 | January 2025 | Abandon | 22 | 0 | 0 | No | No |
| 18167815 | Speaker Verification with Multitask Speech Models | February 2023 | June 2025 | Allow | 28 | 1 | 0 | No | No |
| 18163618 | SYSTEM AND METHOD FOR MATCHING A VISUAL SOURCE WITH A SOUND SIGNAL | February 2023 | June 2025 | Allow | 28 | 1 | 0 | No | No |
| 17974415 | DOCUMENT CREATION AND EDITING VIA AUTOMATED ASSISTANT INTERACTIONS | October 2022 | June 2025 | Allow | 32 | 6 | 0 | Yes | No |
| 17921243 | VOICE TRANSMISSION COMPENSATION APPARATUS, VOICE TRANSMISSION COMPENSATION METHOD AND PROGRAM | October 2022 | April 2023 | Allow | 6 | 0 | 0 | Yes | No |
| 17962438 | DEVICE FOR THE MONITORING OF SPEECH TO IMPROVE SPEECH EFFECTIVENESS | October 2022 | May 2025 | Abandon | 31 | 1 | 0 | No | No |
| 17885152 | TRANSLATION METHOD, ELECTRONIC DEVICE AND STORAGE MEDIUM | August 2022 | November 2024 | Allow | 28 | 1 | 0 | No | No |
| 17870815 | METHODS AND SYSTEMS FOR PROCESSING, STORING, AND PUBLISHING DATA COLLECTED BY AN IN-EAR DEVICE | July 2022 | September 2024 | Abandon | 26 | 4 | 0 | No | No |
| 17813367 | SYSTEMS AND METHODS FOR RECOGNIZING A SPEECH OF A SPEAKER | July 2022 | August 2023 | Allow | 13 | 1 | 0 | Yes | No |
| 17793081 | IMPROVING USABILITY BY ADDING VOICE INFORMATION | July 2022 | December 2024 | Abandon | 29 | 1 | 0 | No | No |
| 17853773 | EXTENDED AUDIO WATERMARKS | June 2022 | November 2024 | Allow | 28 | 1 | 0 | No | No |
| 17852495 | ELECTRONIC APPARATUS AND CONTROLLING METHOD THEREOF | June 2022 | December 2022 | Allow | 6 | 0 | 0 | No | No |
| 17842863 | NATURAL LANGUAGE UNDERSTANDING OF CONVERSATIONAL SOURCES | June 2022 | October 2023 | Allow | 16 | 2 | 0 | Yes | No |
| 17747944 | ARTIFICIAL INTELLIGENCE APPARATUS FOR RECOGNIZING SPEECH OF USER AND METHOD FOR THE SAME | May 2022 | June 2023 | Allow | 13 | 1 | 0 | No | No |
| 17664025 | ELECTRONIC DEVICE AND METHOD FOR DETERMINING ABNORMAL NOISE | May 2022 | November 2023 | Allow | 18 | 1 | 0 | No | No |
| 17734655 | SUPERVISED AND UNSUPERVISED MACHINE LEARNING TECHNIQUES FOR COMMUNICATION SUMMARIZATION | May 2022 | September 2024 | Allow | 28 | 1 | 0 | Yes | No |
| 17726999 | ACOUSTIC AND NATURAL LANGUAGE PROCESSING MODELS FOR SPEECH-BASED SCREENING AND MONITORING OF BEHAVIORAL HEALTH CONDITIONS | April 2022 | June 2025 | Allow | 38 | 3 | 0 | Yes | No |
| 17719250 | DETERMINING MUSICAL STYLE USING A VARIATIONAL AUTOENCODER | April 2022 | August 2023 | Allow | 17 | 1 | 0 | Yes | No |
| 17705484 | SYSTEMS AND METHODS FOR TRAINING NATURAL LANGUAGE PROCESSING MODELS IN A CONTACT CENTER | March 2022 | March 2025 | Allow | 35 | 1 | 0 | Yes | No |
| 17706085 | VOICE CONTROLLED CAMERA WITH AI SCENE DETECTION FOR PRECISE FOCUSING | March 2022 | January 2025 | Abandon | 34 | 2 | 0 | Yes | No |
| 17703713 | VOICE PROCESSING METHOD, APPARATUS, AND DEVICE AND STORAGE MEDIUM | March 2022 | October 2023 | Allow | 19 | 1 | 0 | Yes | No |
| 17653365 | Meaning Inference from Speech Audio | March 2022 | May 2023 | Allow | 15 | 1 | 0 | Yes | No |
| 17677087 | MODIFYING DYNAMIC CONVERSATIONAL RESPONSES BASED ON DETECTING REFERENCES TO SOCIALLY CLOSE PEOPLE | February 2022 | September 2024 | Allow | 31 | 0 | 0 | No | No |
| 17676170 | False Suggestion Detection for User-Provided Content | February 2022 | November 2024 | Allow | 33 | 1 | 0 | Yes | No |
| 17673287 | QUESTION-AND-ANSWER SYSTEM AND METHOD OF CONTROLLING THE SAME | February 2022 | October 2024 | Allow | 32 | 1 | 0 | No | No |
| 17650825 | MULTI-CLASS TEXT CLASSIFIER | February 2022 | April 2024 | Allow | 26 | 1 | 0 | Yes | No |
| 17649648 | METHOD OF LABELING AND AUTOMATING INFORMATION ASSOCIATIONS FOR CLINICAL APPLICATIONS | February 2022 | May 2025 | Abandon | 39 | 1 | 0 | Yes | No |
| 17585479 | ZERO CODER COMPRESSION | January 2022 | May 2024 | Allow | 28 | 1 | 0 | Yes | No |
| 17580846 | DATA SORTING FOR GENERATING RNN-T MODELS | January 2022 | April 2024 | Allow | 27 | 0 | 0 | Yes | No |
| 17561895 | INTENT RECOGNITION AND EMOTIONAL TEXT-TO-SPEECH LEARNING | December 2021 | April 2023 | Allow | 15 | 1 | 0 | Yes | No |
| 17644749 | METHOD OF RECOGNIZING SPEECH OFFLINE, ELECTRONIC DEVICE, AND STORAGE MEDIUM | December 2021 | April 2024 | Allow | 28 | 1 | 0 | Yes | No |
| 17548672 | KNOWLEDGE AUGMENTED SEQUENTIAL DECISION-MAKING UNDER UNCERTAINTY | December 2021 | August 2024 | Allow | 32 | 2 | 0 | Yes | No |
| 17525377 | SPOKEN NOTIFICATIONS | November 2021 | February 2023 | Allow | 16 | 1 | 0 | Yes | No |
| 17478528 | SYSTEMS AND METHODS FOR AUTOMATED RESPONSE TO ONLINE REVIEWS | September 2021 | April 2025 | Allow | 42 | 2 | 0 | No | No |
| 17475699 | ENDPOINTING IN SPEECH PROCESSING | September 2021 | October 2024 | Allow | 37 | 2 | 0 | Yes | No |
| 17459455 | ESTABLISHING USER PERSONA IN A CONVERSATIONAL SYSTEM | August 2021 | November 2023 | Allow | 26 | 1 | 0 | Yes | No |
| 17460160 | VOICE CALL METHOD AND APPARATUS, ELECTRONIC DEVICE, AND COMPUTER-READABLE STORAGE MEDIUM | August 2021 | September 2023 | Allow | 25 | 1 | 0 | Yes | No |
| 17443557 | MINIMUM WORD ERROR RATE TRAINING FOR ATTENTION-BASED SEQUENCE-TO-SEQUENCE MODELS | July 2021 | December 2022 | Allow | 17 | 1 | 0 | No | No |
| 17353758 | METHOD, APPARATUS AND DEVICE FOR TRAINING NETWORK AND STORAGE MEDIUM | June 2021 | July 2023 | Allow | 25 | 0 | 0 | No | No |
| 17350330 | COMPUTER-IMPLEMENTED METHOD AND APPARATUS FOR AUTOMATICALLY ANNOTATING COLUMNS OF A TABLE WITH SEMANTIC TYPES | June 2021 | January 2024 | Allow | 31 | 1 | 0 | No | No |
| 17349456 | SYSTEMS AND METHODS FOR PERFORMING WORD-SENSE DISAMBIGUATION FOR CONTEXT-SENSITIVE SERVICES | June 2021 | July 2024 | Allow | 36 | 1 | 0 | No | No |
| 17340404 | INERTIAL SENSOR UNIT AND METHOD FOR DETECTING A SPEECH ACTIVITY | June 2021 | February 2025 | Allow | 44 | 6 | 0 | No | No |
| 17337792 | SYSTEMS AND METHODS FOR NATURAL LANGUAGE PROCESSING | June 2021 | July 2024 | Allow | 37 | 3 | 0 | Yes | No |
| 17335828 | SIMILARITY SCORING LEVERAGING CONSTRAINED GREEDY MATCHING | June 2021 | July 2024 | Allow | 38 | 3 | 0 | Yes | No |
| 17333917 | CROSS-DOMAIN NAMED ENTITY RECOGNITION USING KNOWLEDGE GRAPH | May 2021 | May 2024 | Allow | 35 | 1 | 0 | Yes | No |
| 17333892 | SELF-SUPERVISED DOCUMENT REPRESENTATION LEARNING | May 2021 | September 2023 | Allow | 28 | 1 | 0 | Yes | No |
| 17331931 | METHOD FOR EMBEDDING AND EXECUTING AUDIO SEMANTICS | May 2021 | January 2023 | Allow | 20 | 1 | 0 | Yes | No |
| 17320176 | AUTOMATED MANAGEMENT OF REVISED IVR PROMPT TRANSLATIONS | May 2021 | August 2023 | Allow | 27 | 1 | 0 | No | No |
| 17293904 | INFORMATION PROCESSING DEVICE AND METHOD, AND PROGRAM | May 2021 | September 2024 | Allow | 40 | 3 | 0 | No | No |
| 17293434 | LEARNING DEVICE, LEARNING METHOD AND LEARNING PROGRAM | May 2021 | May 2024 | Allow | 37 | 1 | 0 | No | No |
| 17291772 | TEXT GENERATION WITH CUSTOMIZABLE STYLE | May 2021 | May 2024 | Allow | 36 | 1 | 0 | Yes | No |
| 17308800 | APPARATUS AND METHOD FOR SPEECH PROCESSING USING A DENSELY CONNECTED HYBRID NEURAL NETWORK | May 2021 | October 2023 | Allow | 29 | 1 | 0 | No | No |
| 17291534 | METHOD AND DEVICE FOR PROVIDING VOICE RECOGNITION SERVICE | May 2021 | March 2024 | Abandon | 34 | 1 | 0 | No | No |
| 17246277 | METHODS AND SYSTEMS FOR GENERATING MOBILE ENABLED EXTRACTION MODELS | April 2021 | January 2024 | Allow | 32 | 1 | 0 | Yes | No |
| 17218684 | NEURAL NETWORKS FOR CHANGING CHARACTERISTICS OF VOCALS | March 2021 | October 2023 | Allow | 31 | 2 | 0 | No | No |
| 17215465 | SYSTEMS AND METHODS FOR TRAINING LANGUAGE MODELS TO REASON OVER TABLES | March 2021 | August 2023 | Allow | 29 | 1 | 0 | Yes | No |
| 17213492 | SKILL SELECTION FOR RESPONDING TO NATURAL LANGUAGE INPUTS | March 2021 | August 2024 | Allow | 41 | 4 | 0 | No | No |
| 17277455 | Intention Identification Model Learning Method, Apparatus, and Device | March 2021 | May 2024 | Allow | 38 | 2 | 0 | No | No |
| 17200469 | DATA-DRIVEN SOCIAL MEDIA ANALYTICS APPLICATION SYNTHESIS | March 2021 | August 2023 | Allow | 29 | 1 | 0 | Yes | No |
| 17197552 | PROGNOSTIC MAINTENANCE SYSTEM AND METHOD | March 2021 | February 2024 | Allow | 36 | 2 | 0 | No | Yes |
| 17195792 | DOCUMENT MANAGEMENT APPARATUS, DOCUMENT MANAGEMENT SYSTEM, AND NON-TRANSITORY COMPUTER READABLE MEDIUM | March 2021 | May 2024 | Abandon | 38 | 1 | 0 | No | No |
| 17185664 | GRAPH-BASED LABELING RULE AUGMENTATION FOR WEAKLY SUPERVISED TRAINING OF MACHINE-LEARNING-BASED NAMED ENTITY RECOGNITION | February 2021 | January 2023 | Allow | 23 | 0 | 0 | No | No |
| 17173937 | NAMED ENTITY RECOGNITION IN SEARCH QUERIES | February 2021 | September 2023 | Allow | 31 | 1 | 0 | No | No |
| 17168987 | NEURAL NETWORK AND METHOD FOR MACHINE LEARNING ASSISTED SPEECH RECOGNITION | February 2021 | December 2023 | Abandon | 34 | 2 | 0 | No | No |
| 17165440 | AUTOMATED GRAPH BASED INFORMATION EXTRACTION | February 2021 | January 2023 | Allow | 24 | 0 | 0 | No | No |
| 17250367 | INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING SYSTEM, AND INFORMATION PROCESSING METHOD | January 2021 | April 2024 | Allow | 39 | 1 | 0 | No | No |
| 17132859 | DE-DUPLICATION AND CONTEXTUALLY-INTELLIGENT RECOMMENDATIONS BASED ON NATURAL LANGUAGE UNDERSTANDING OF CONVERSATIONAL SOURCES | December 2020 | September 2023 | Allow | 33 | 2 | 0 | Yes | No |
| 17128994 | SPEECH RECOGNITON METHOD, APPARATUS, DEVICE AND READABLE STORAGE MEDIUM | December 2020 | July 2023 | Allow | 31 | 2 | 0 | No | No |
| 17127166 | TRANSCRIPT CORRECTION THROUGH PROGRAMMATIC COMPARISON OF INDEPENDENTLY GENERATED TRANSCRIPTS | December 2020 | July 2024 | Allow | 43 | 4 | 0 | Yes | No |
| 17113807 | INFORMATION PROCESSING APPARATUS AND NON-TRANSITORY COMPUTER READABLE MEDIUM | December 2020 | August 2023 | Allow | 32 | 1 | 0 | No | No |
| 17100013 | SUGGESTING AN ALTERNATIVE INTERFACE WHEN ENVIRONMENTAL INTERFERENCE IS EXPECTED TO INHIBIT CERTAIN AUTOMATED ASSISTANT INTERACTIONS | November 2020 | January 2023 | Allow | 26 | 1 | 0 | Yes | No |
| 17053621 | Dialog System Capable of Semantic-Understanding Mapping Between User Intents and Machine Services | November 2020 | March 2024 | Allow | 40 | 4 | 0 | Yes | No |
| 17028361 | PHONEME-BASED NATURAL LANGUAGE PROCESSING | September 2020 | November 2023 | Abandon | 38 | 3 | 0 | No | No |
| 16948186 | DOCUMENT CREATION AND EDITING VIA AUTOMATED ASSISTANT INTERACTIONS | September 2020 | June 2022 | Allow | 21 | 1 | 0 | No | No |
| 17004474 | ELECTRONIC APPARATUS AND METHOD FOR CONTROLLING ELECTRONIC APPARATUS | August 2020 | July 2022 | Allow | 23 | 1 | 0 | Yes | No |
| 17003176 | ELECTRONIC APPARATUS AND CONTROL METHOD THEREOF | August 2020 | November 2022 | Allow | 26 | 1 | 0 | Yes | No |
| 16993878 | ELECTRONIC DEVICE AND METHOD FOR CONTROLLING THE ELECTRONIC DEVICE THEREOF | August 2020 | September 2022 | Allow | 26 | 2 | 0 | No | No |
| 16941051 | REAL-TIME FEEDBACK FOR EFFICIENT DIALOG PROCESSING | July 2020 | December 2023 | Allow | 41 | 3 | 0 | Yes | No |
| 16895318 | METHOD AND APPARATUS FOR SPEECH INTERACTION, AND COMPUTER STORAGE MEDIUM | June 2020 | July 2023 | Allow | 37 | 2 | 0 | Yes | No |
| 16882622 | METHOD FOR GENERATING SPEECH, APPARATUS, DEVICE AND STORAGE MEDIUM | May 2020 | March 2023 | Abandon | 33 | 2 | 0 | Yes | No |
| 16880494 | Textual Analysis System for Automatic Language Proficiency Assessment | May 2020 | June 2022 | Allow | 24 | 2 | 0 | No | No |
| 16859024 | SYSTEM AND METHOD FOR AUTOMATIC TESTING OF CONVERSATIONAL ASSISTANCE | April 2020 | March 2023 | Allow | 34 | 3 | 0 | No | No |
| 16844439 | DETECTION OF OFF-TOPIC SPOKEN RESPONSES USING MACHINE LEARNING | April 2020 | May 2022 | Allow | 25 | 1 | 0 | No | No |
| 16834713 | TALK GROUP MANAGEMENT USING VOICE CONTROL | March 2020 | March 2022 | Allow | 24 | 1 | 0 | Yes | No |
| 16819513 | EFFICIENT AND FINE-GRAINED VIDEO RETRIEVAL | March 2020 | October 2022 | Allow | 31 | 1 | 0 | No | No |
| 16807084 | INFORMATION PROCESSING METHOD AND APPARATUS THEREFOR | March 2020 | May 2022 | Allow | 26 | 1 | 0 | No | No |
| 16806842 | REMOTE CONTROL METHOD AND APPARATUS FOR AN IMAGING APPARATUS | March 2020 | April 2022 | Allow | 26 | 1 | 0 | No | No |
| 16749350 | ELECTRONIC APPARATUS AND CONTROL METHOD THEREOF | January 2020 | May 2022 | Allow | 28 | 2 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner PASHA, ATHAR N.
With a 0.0% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.
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, 25.0% 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 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 PASHA, ATHAR N works in Art Unit 2657 and has examined 136 patent applications in our dataset. With an allowance rate of 89.7%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 29 months.
Examiner PASHA, ATHAR N's allowance rate of 89.7% 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 PASHA, ATHAR N receive 1.62 office actions before reaching final disposition. This places the examiner in the 43% 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 PASHA, ATHAR N is 29 months. This places the examiner in the 46% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.
Conducting an examiner interview provides a +13.7% benefit to allowance rate for applications examined by PASHA, ATHAR N. This interview benefit is in the 55% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.
When applicants file an RCE with this examiner, 36.4% of applications are subsequently allowed. This success rate is in the 79% percentile among all examiners. Strategic Insight: RCEs are highly effective with this examiner compared to others. If you receive a final rejection, filing an RCE with substantive amendments or arguments has a strong likelihood of success.
This examiner enters after-final amendments leading to allowance in 17.1% of cases where such amendments are filed. This entry rate is in the 12% 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, 66.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 52% 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 80.0% of appeals filed. This is in the 69% percentile among all examiners. Of these withdrawals, 50.0% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows above-average willingness to reconsider rejections during appeals. The mandatory appeal conference (MPEP § 1207.01) provides an opportunity for reconsideration.
When applicants file petitions regarding this examiner's actions, 0.0% are granted (fully or in part). This grant rate is in the 2% 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 0.0% of allowed cases (in the 19% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.
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.