Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19009771 | GENERATING OR MODIFYING TEXT USING A DIGITAL ASSISTANT AND/OR LANGUAGE MODEL | January 2025 | July 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 18929555 | INTEGRATION OF MACHINE LEARNING MODELS WITH DIALECTICAL LOGIC FRAMEWORKS | October 2024 | August 2025 | Allow | 9 | 1 | 0 | No | No |
| 18739011 | ENABLING NATURAL LANGUAGE INTERACTIONS WITH USER INTERFACES FOR USERS OF A SOFTWARE APPLICATION | June 2024 | March 2026 | Allow | 21 | 2 | 0 | Yes | No |
| 18677875 | INTEGRATION OF MACHINE LEARNING MODELS WITH DIALECTICAL LOGIC FRAMEWORKS | May 2024 | October 2024 | Allow | 5 | 1 | 0 | Yes | No |
| 18658364 | Techniques for Translating Messages Into Multiple Languages Among a Group of Portable Electronic Devices | May 2024 | November 2024 | Allow | 7 | 2 | 0 | Yes | No |
| 18658544 | Techniques for Translating Messages Into Multiple Languages Among a Group of Portable Electronic Devices | May 2024 | November 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18631009 | INTEGRATION OF MACHINE LEARNING MODELS WITH DIALECTICAL LOGIC FRAMEWORKS | April 2024 | July 2024 | Allow | 3 | 0 | 0 | Yes | No |
| 18699231 | NATURAL LANGUAGE PROCESSING METHOD AND APPARATUS, DEVICE, AND READABLE STORAGE MEDIUM | April 2024 | March 2025 | Allow | 11 | 2 | 0 | Yes | No |
| 18611585 | AUDIO RECOGNITION METHOD, METHOD, APPARATUS FOR POSITIONING TARGET AUDIO, AND DEVICE | March 2024 | April 2025 | Allow | 13 | 1 | 0 | Yes | No |
| 18610233 | KEY PHRASE SPOTTING | March 2024 | March 2026 | Allow | 24 | 2 | 0 | No | Yes |
| 18599178 | CONTINUOUS UTTERANCE ESTIMATION APPARATUS, CONTINUOUS UTTERANCE ESTIMATOIN METHOD, AND PROGRAM | March 2024 | February 2026 | Abandon | 23 | 2 | 0 | No | No |
| 18404254 | Offline Voice Control | January 2024 | March 2025 | Allow | 14 | 1 | 0 | Yes | No |
| 18516290 | INVOKING AN AUTOMATED ASSISTANT TO PERFORM MULTIPLE TASKS THROUGH AN INDIVIDUAL COMMAND | November 2023 | November 2025 | Allow | 24 | 2 | 0 | Yes | No |
| 18516069 | END-TO-END TEXT-TO-SPEECH CONVERSION | November 2023 | August 2024 | Allow | 9 | 0 | 0 | Yes | No |
| 18493697 | Systems and Methods for Packaging Reusable Generative Artificial Intelligence Pipelines | October 2023 | April 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18209337 | NEURAL NETWORK TRAINING UTILIZING LOSS FUNCTIONS REFLECTING NEIGHBOR TOKEN DEPENDENCIES | June 2023 | March 2025 | Abandon | 21 | 2 | 0 | No | No |
| 18310105 | INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAM | May 2023 | June 2024 | Allow | 13 | 1 | 0 | No | No |
| 18306050 | Media Content Based on Operational Data | April 2023 | March 2025 | Allow | 23 | 1 | 0 | Yes | No |
| 18116734 | IMMUTABLE UNIVERSAL LANGUAGE ASSISTIVE TRANSLATION AND INTERPRETATION SYSTEM THAT VERIFIES AND VALIDATES TRANSLATIONS AND INTERPRETATIONS BY SMART CONTRACT AND BLOCKCHAIN TECHNOLOGY | March 2023 | December 2023 | Allow | 9 | 1 | 1 | No | No |
| 18169313 | DISPLAY APPARATUS AND A VOICE CONTRAL METHOD | February 2023 | June 2025 | Allow | 28 | 1 | 0 | No | No |
| 18167763 | LATENCY REDUCTION FOR MULTI-STAGE SPEECH RECOGNITION | February 2023 | September 2025 | Allow | 32 | 1 | 0 | No | No |
| 18040714 | Enhancement of Bootstrapping for Information Extraction | February 2023 | December 2025 | Abandon | 34 | 1 | 0 | No | No |
| 18161608 | Training Speech Recognizers Based On Biased Transcriptions | January 2023 | February 2026 | Allow | 36 | 2 | 0 | No | Yes |
| 18161871 | Speech Recognition Using Word or Phoneme Time Markers Based on User Input | January 2023 | October 2025 | Allow | 33 | 2 | 0 | No | No |
| 18100990 | BYPASSING HOT WORD DETECTION FOR AN AUTOMATED ASSISTANT BASED ON DEVICE-TO-DEVICE PROXIMITY | January 2023 | February 2025 | Allow | 24 | 0 | 0 | No | No |
| 18015706 | DISPLAY DEVICE | January 2023 | November 2025 | Allow | 34 | 2 | 0 | No | No |
| 18151771 | Systems And Methods For Machine-Generated Avatars | January 2023 | August 2025 | Abandon | 31 | 1 | 0 | No | No |
| 18090064 | System for Processing Voice Requests Including Wake Word Verification | December 2022 | July 2025 | Allow | 31 | 1 | 0 | Yes | No |
| 18088585 | COMPUTER IMPLEMENTED METHOD FOR THE AUTOMATED ANALYSIS OR USE OF DATA | December 2022 | October 2025 | Allow | 34 | 4 | 0 | No | No |
| 18086249 | DEVICE CONTROL METHOD AND APPARATUS, READABLE STORAGE MEDIUM AND CHIP | December 2022 | December 2025 | Allow | 36 | 2 | 0 | No | No |
| 18083315 | MULTI-MODE GUARD FOR VOICE COMMANDS | December 2022 | December 2024 | Allow | 24 | 0 | 0 | Yes | No |
| 18083429 | SELECTING AN AUTOMATED ASSISTANT AS THE PRIMARY AUTOMATED ASSISTANT FOR A DEVICE BASED ON DETERMINED AFFINITY SCORES FOR CANDIDATE AUTOMATED ASSISTANTS | December 2022 | February 2026 | Allow | 38 | 2 | 0 | Yes | No |
| 18067331 | SYSTEMS AND METHODS FOR DYNAMICALLY GENERATING GROUPS OF RECEVEID TEXTUAL DATA FOR COLLECTIVE LABELING | December 2022 | February 2026 | Allow | 38 | 2 | 0 | Yes | No |
| 18081877 | VIRTUAL ASSISTANT DIALOG MANAGEMENT | December 2022 | August 2025 | Allow | 32 | 2 | 0 | No | No |
| 18059395 | System and method for an audio-visual avatar evaluation | November 2022 | June 2025 | Allow | 31 | 1 | 0 | Yes | No |
| 17982963 | SYSTEM AND METHOD OF PERFORMING DATA TRAINING ON MORPHEME PROCESSING RULES | November 2022 | June 2025 | Allow | 31 | 1 | 0 | Yes | No |
| 17981964 | METHODS AND SYSTEMS FOR CORRECTING, BASED ON SPEECH, INPUT GENERATED USING AUTOMATIC SPEECH RECOGNITION | November 2022 | September 2024 | Allow | 22 | 3 | 0 | No | No |
| 17979174 | FOCUS SESSION AT A VOICE INTERFACE DEVICE | November 2022 | January 2024 | Allow | 15 | 2 | 0 | No | No |
| 17979556 | INVOKING AN AUTOMATED ASSISTANT TO PERFORM MULTIPLE TASKS THROUGH AN INDIVIDUAL COMMAND | November 2022 | August 2023 | Allow | 9 | 1 | 0 | Yes | No |
| 18050580 | METHOD AND APPARATUS FOR ACQUIRING INFORMATION, ELECTRONIC DEVICE AND STORAGE MEDIUM | October 2022 | October 2025 | Allow | 35 | 2 | 0 | No | No |
| 17946748 | GENERATION OF AUTOMATED MESSAGE RESPONSES | September 2022 | December 2023 | Abandon | 15 | 1 | 0 | No | No |
| 17929934 | Joint Unsupervised and Supervised Training for Multilingual ASR | September 2022 | November 2024 | Allow | 26 | 0 | 0 | No | No |
| 17902485 | REDUCING METADATA TRANSMITTED WITH AUTOMATED ASSISTANT REQUESTS | September 2022 | November 2025 | Allow | 38 | 2 | 0 | Yes | No |
| 17892803 | AUTOMATED ASSISTANT ADAPTATION OF A RESPONSE TO AN UTTERANCE AND/OR OF PROCESSING OF THE UTTERANCE, BASED ON DETERMINED INTERACTION MEASURE | August 2022 | February 2025 | Allow | 30 | 2 | 0 | Yes | No |
| 17885735 | ELECTRONIC DEVICE AND METHODS FOR SYNCHRONIZING AUTO-COMPLETE TEXT FROM EXTERNAL DEVICE | August 2022 | June 2025 | Allow | 34 | 2 | 0 | Yes | No |
| 17856156 | AUTOMATED EXPRESSION PARALLELIZATION | July 2022 | September 2023 | Allow | 15 | 1 | 0 | No | No |
| 17717364 | METHOD AND SYSTEM FOR PROVIDING VOICE RECOGNITION TRIGGER AND NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM | April 2022 | September 2025 | Allow | 41 | 2 | 0 | No | No |
| 17706246 | ACCESSING ACCOUNT DATA BASED ON ACCESS TOKENS | March 2022 | August 2025 | Allow | 41 | 2 | 0 | Yes | No |
| 17705058 | VOICE RECOGNITION OF SITUATIONAL AWARENESS | March 2022 | March 2025 | Allow | 35 | 1 | 0 | Yes | No |
| 17703813 | PARTIAL COMPLETION OF COMMAND BY DIGITAL ASSISTANT | March 2022 | June 2025 | Allow | 39 | 2 | 0 | Yes | No |
| 17703564 | AUDIO RECOGNITION METHOD, ELECTRONIC DEVICE AND STORAGE MEDIUM | March 2022 | April 2025 | Allow | 37 | 2 | 0 | No | No |
| 17701517 | DYNAMIC NOISE AND SPEECH REMOVAL | March 2022 | April 2025 | Allow | 36 | 2 | 0 | Yes | No |
| 17654195 | KEY PHRASE SPOTTING | March 2022 | December 2023 | Allow | 21 | 1 | 0 | Yes | No |
| 17651315 | PHONEME-BASED CONTEXTUALIZATION FOR CROSS-LINGUAL SPEECH RECOGNITION IN END-TO-END MODELS | February 2022 | November 2023 | Allow | 21 | 2 | 0 | Yes | No |
| 17626629 | Improving custom keyword spotting system accuracy with text-to-speech-based data augmentation | January 2022 | July 2024 | Allow | 30 | 1 | 0 | Yes | No |
| 17626619 | MULTI-DEVICE WAKEWORD DETECTION | January 2022 | April 2025 | Allow | 39 | 2 | 0 | Yes | No |
| 17625336 | DETERMINATION DEVICE, TRAINING DEVICE, DETERMINATION METHOD, AND DETERMINATION PROGRAM | January 2022 | July 2024 | Allow | 30 | 1 | 0 | Yes | No |
| 17553312 | LINGUISTICALLY RICH CROSS-LINGUAL TEXT EVENT EMBEDDINGS | December 2021 | April 2024 | Allow | 28 | 2 | 0 | Yes | No |
| 17643977 | SYSTEM FOR KNOWLEDGE ACQUISITION | December 2021 | May 2024 | Allow | 29 | 2 | 0 | No | No |
| 17548921 | Offline Voice Control | December 2021 | August 2023 | Allow | 20 | 1 | 0 | Yes | No |
| 17529886 | SYSTEMS AND METHODS FOR TRANSFERRING STYLISTIC EXPRESSION IN MACHINE TRANSLATION OF SEQUENCE DATA | November 2021 | April 2023 | Allow | 17 | 1 | 0 | No | No |
| 17595472 | MULTI-SPEAKER DIARIZATION OF AUDIO INPUT USING A NEURAL NETWORK | November 2021 | August 2024 | Allow | 32 | 1 | 0 | No | No |
| 17522985 | METHOD AND APPARATUS OF PERFORMING VOICE INTERACTION, ELECTRONIC DEVICE, AND READABLE STORAGE MEDIUM | November 2021 | March 2025 | Abandon | 40 | 2 | 0 | No | No |
| 17506473 | SYSTEMS, METHODS, AND STORAGE MEDIA FOR PERFORMING ACTIONS BASED ON UTTERANCE OF A COMMAND | October 2021 | March 2023 | Allow | 17 | 1 | 0 | No | No |
| 17504142 | ROUTING NATURAL LANGUAGE COMMANDS TO THE APPROPRIATE APPLICATIONS | October 2021 | June 2024 | Abandon | 32 | 3 | 0 | No | No |
| 17594396 | SPEECH IMAGING APPARATUS, SPEECH IMAGING METHOD AND PROGRAM | October 2021 | October 2024 | Allow | 36 | 2 | 0 | Yes | No |
| 17448967 | SELECTIVE INCLUSION OF SPEECH CONTENT IN DOCUMENTS | September 2021 | October 2024 | Allow | 36 | 2 | 0 | Yes | No |
| 17483275 | CREATING DIALOGS FOR A PROBLEM-SOLUTION DATA SET | September 2021 | August 2025 | Allow | 46 | 4 | 0 | Yes | No |
| 17441766 | ELECTRONIC DEVICE FOR GENERATING SUMMARY INFORMATION OF CONVERSATION TEXT AND OPERATING METHOD THEREOF | September 2021 | May 2024 | Allow | 32 | 1 | 0 | No | No |
| 17468007 | Conversational bot interaction with utterance ranking | September 2021 | December 2024 | Abandon | 40 | 3 | 0 | No | No |
| 17464425 | USING MACHINE LEARNING TO CORRECT THE OUTPUT OF AN AUTOMATIC SPEECH RECOGNITION SYSTEM | September 2021 | March 2022 | Allow | 6 | 1 | 0 | Yes | No |
| 17458879 | Audio Coding Method and Apparatus | August 2021 | October 2023 | Allow | 25 | 3 | 0 | Yes | No |
| 17408226 | SYSTEM AND METHOD FOR USE OF TEXT ANALYTICS TO TRANSFORM, ANALYZE, AND VISUALIZE DATA | August 2021 | August 2024 | Allow | 35 | 1 | 0 | No | No |
| 17392635 | METHOD AND ELECTRONIC DEVICE FOR PROCESSING A SPOKEN UTTERANCE | August 2021 | September 2023 | Allow | 26 | 0 | 0 | No | No |
| 17391799 | END-TO-END TEXT-TO-SPEECH CONVERSION | August 2021 | August 2023 | Allow | 24 | 2 | 0 | Yes | No |
| 17390119 | EMOTION ADJUSTMENT SYSTEM AND EMOTION ADJUSTMENT METHOD | July 2021 | February 2024 | Allow | 31 | 1 | 0 | No | No |
| 17386260 | INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAM | July 2021 | January 2023 | Allow | 18 | 1 | 0 | No | No |
| 17379382 | DETECTING UTTERANCE IN AUDIO | July 2021 | December 2024 | Allow | 41 | 3 | 0 | Yes | No |
| 17305806 | Hotwording by Degree | July 2021 | February 2024 | Allow | 31 | 1 | 0 | Yes | No |
| 17362676 | Execution Engine for Compositional Entity Resolution for Assistant Systems | June 2021 | December 2023 | Allow | 29 | 3 | 0 | Yes | No |
| 17359932 | PREDICTING ON-DEVICE COMMAND EXECUTION | June 2021 | March 2024 | Allow | 33 | 1 | 0 | Yes | No |
| 17354825 | MACHINE LEARNING FOR TRAINING NLP AGENT | June 2021 | March 2024 | Allow | 33 | 1 | 0 | No | No |
| 17336562 | METHOD AND APPARATUS FOR MATCHING AUDIO CLIPS, COMPUTER-READABLE MEDIUM, AND ELECTRONIC DEVICE | June 2021 | December 2023 | Allow | 31 | 1 | 0 | Yes | No |
| 17298714 | LEARNING SUPPORT DEVICE, LEARNING SUPPORT METHOD, AND RECORDING MEDIUM | June 2021 | April 2024 | Allow | 35 | 2 | 0 | Yes | No |
| 17298355 | ELECTRONIC DEVICE FOR IDENTIFYING ELECTRONIC DEVICE TO PERFORM SPEECH RECOGNITION AND METHOD OF OPERATING SAME | May 2021 | August 2024 | Allow | 39 | 3 | 0 | Yes | No |
| 17297782 | Information Processing Apparatus, Control Method, Information Processing Terminal, And Information Processing Method | May 2021 | August 2025 | Allow | 51 | 5 | 0 | Yes | No |
| 17332318 | METHOD AND APPARATUS FOR GENERATING HIDDEN STATE IN RECURRENT NEURAL NETWORK FOR LANGUAGE PROCESSING | May 2021 | June 2024 | Allow | 36 | 2 | 0 | Yes | No |
| 17332927 | ENABLING NATURAL LANGUAGE INTERACTIONS WITH USER INTERFACES FOR USERS OF A SOFTWARE APPLICATION | May 2021 | February 2024 | Allow | 32 | 2 | 0 | Yes | No |
| 17217943 | SELECTING DIALOG ACTS USING CONTROLLED RANDOMNESS AND OFFLINE OPTIMIZATION | March 2021 | December 2022 | Allow | 21 | 0 | 0 | No | No |
| 17281127 | A VOICE ASSISTANT SYSTEM FOR A VEHICLE COCKPIT SYSTEM | March 2021 | February 2024 | Abandon | 34 | 1 | 0 | No | No |
| 17195776 | Conversational bot interaction with utterance ranking | March 2021 | July 2021 | Allow | 4 | 1 | 0 | No | No |
| 17274389 | KEYWORD DETECTION APPARATUS, KEYWORD DETECTION METHOD, AND PROGRAM | March 2021 | June 2025 | Abandon | 51 | 4 | 0 | Yes | No |
| 17274403 | CONTINUOUS UTTERANCE ESTIMATION APPARATUS, CONTINUOUS UTTERANCE ESTIMATION METHOD, AND PROGRAM | March 2021 | December 2023 | Allow | 33 | 1 | 0 | Yes | No |
| 17183209 | AUDIO RECOGNITION METHOD, METHOD, APPARATUS FOR POSITIONING TARGET AUDIO, AND DEVICE | February 2021 | January 2024 | Allow | 35 | 1 | 0 | Yes | No |
| 17169343 | UTILIZING CONTEXT INFORMATION OF ENVIRONMENT COMPONENT REGIONS FOR EVENT/ACTIVITY PREDICTION | February 2021 | November 2023 | Abandon | 33 | 2 | 0 | Yes | No |
| 17162007 | INTENT DISAMBIGUATION WITHIN A VIRTUAL AGENT PLATFORM | January 2021 | March 2024 | Allow | 37 | 3 | 0 | No | No |
| 17157051 | INFORMATION PROCESSING SYSTEM, METHOD, DEVICE AND EQUIPMENT | January 2021 | June 2021 | Allow | 5 | 1 | 0 | Yes | No |
| 17261339 | INFORMATION COLLECTION DEVICE, AND CONTROL METHOD | January 2021 | October 2023 | Allow | 33 | 1 | 0 | No | No |
| 17142894 | EVALUATING USER DEVICE ACTIVATIONS | January 2021 | April 2025 | Allow | 52 | 2 | 0 | No | Yes |
| 17255195 | METHODS AND SYSTEMS FOR ENABLING A DIGITAL ASSISTANT TO GENERATE AN AMBIENT AWARE RESPONSE | December 2020 | September 2023 | Allow | 33 | 1 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for examiner SHIN, SEONG-AH A.
With a 16.7% 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, 28.6% 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 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 SHIN, SEONG-AH A works in Art Unit 2659 and has examined 359 patent applications in our dataset. With an allowance rate of 80.2%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 31 months.
Examiner SHIN, SEONG-AH A's allowance rate of 80.2% places them in the 50% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.
On average, applications examined by SHIN, SEONG-AH A receive 2.27 office actions before reaching final disposition. This places the examiner in the 64% 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 SHIN, SEONG-AH A is 31 months. This places the examiner in the 55% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.
Conducting an examiner interview provides a +21.2% benefit to allowance rate for applications examined by SHIN, SEONG-AH A. This interview benefit is in the 65% 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, 28.6% of applications are subsequently allowed. This success rate is in the 53% 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 20.0% of cases where such amendments are filed. This entry rate is in the 24% 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, 11.8% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 25% 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 63.6% of appeals filed. This is in the 43% percentile among all examiners. Of these withdrawals, 33.3% 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, 42.4% are granted (fully or in part). This grant rate is in the 34% 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 0.6% of allowed cases (in the 61% 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 27% percentile). This examiner issues Quayle actions less often than average. Allowances may 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.