Prosecution Insights
Prosecution Insights
41 pending office actions • 1 client • 37 examiners • 14 art units • 8 of 41 (20%) have an AI response strategy ready • 106 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 7 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 7 of the docket's apps have a known mailing date.
Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.
| Bucket | Cases |
|---|---|
| §101 only | 2 (5%) |
| §101 + other | 10 (24%) |
| §103 only | 21 (51%) |
| §102 only | 1 (2%) |
| Double-patenting only | 4 (10%) |
| Multi-statute (no §101) | 3 (7%) |
How the docket's pending cases split across USPTO tech-center bands.
Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| PATEL, SHREYANS A | 3 | 88.6% | +8.5% |
| LEE, JANGWOEN | 2 | 84.9% | +18.0% |
| OGUNBIYI, OLUWADAMILOL M | 2 | 77.1% | +19.3% |
| VOGT, JACOB BUI | 1 | 45.5% | +100.0% |
| CHAWAN, VIJAY B | 1 | 88.2% | +11.4% |
| UDDIN, MOHAMMED R | 1 | 78.0% | +30.1% |
| ALMEIDA, CORY A | 1 | 67.2% | +22.6% |
| HOLDER, BRADLEY W | 1 | 83.7% | +62.5% |
| LAM, PHILIP HUNG FAI | 1 | 84.7% | +48.0% |
| DESIR, PIERRE LOUIS | 1 | 61.4% | +33.0% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 6 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18889989 | Untitled | CHAWAN, VIJAY B | — |
| 19076961 | REMOTE ATTESTATION TRANSPORT LAYER SECURITY AND SPLIT TRUST ENCRYPTION | HOLDER, BRADLEY W | — |
| 19035299 | Digital Signal Processor-Based Continued Conversation | LAM, PHILIP HUNG FAI | — |
| 18951572 | Injecting Text in Self-Supervised Speech Pre-training | PATEL, SHREYANS A | — |
| 18886581 | MULTILINGUAL AND CODE-SWITCHING ASR USING LARGE LANGUAGE MODEL GENERATED TEXT | LEE, JANGWOEN | — |
| 18796738 | Variational Embedding Capacity in Expressive End-to-End Speech Synthesis | PATEL, SHREYANS A | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18797760 | MULTILINGUAL SPEECH SYNTHESIS AND CROSS-LANGUAGE VOICE CLONING | PATEL, SHREYANS A | 3d overdue |
| 18776117 | PROMOTING VOICE ACTIONS TO HOTWORDS | SHAH, PARAS D | 30d |
| 18439630 | USING TEXT-INJECTION TO RECOGNIZE SPEECH WITHOUT TRANSCRIPTION | OGUNBIYI, OLUWADAMILOL M | 30d |
| 18890706 | Untitled | VOGT, JACOB BUI | — |
| 19009839 | SPEAKER DIARIZATION POST-PROCESSING WITH LARGE LANGUAGE MODELS | DESIR, PIERRE LOUIS | — |
| 18966088 | SYNTHESIS OF SPEECH FROM TEXT IN A VOICE OF A TARGET SPEAKER USING NEURAL NETWORKS | AZAD, ABUL K | — |
| 18954928 | REAL TIME ON DEVICE VOICE CONVERTER FOR PORTABLE APPLICATIONS | ZEVITZ, DANIELLE ELIZABETH | — |
| 18954430 | Acoustic Echo Cancellation For Digital Assistants Using Neural Echo Suppression and Multi-Microphone Noise Reduction | LAO, LUNSEE | — |
Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19239036 | Contextual Assistant Using Mouse Pointing or Touch Cues | ALMEIDA, CORY A | 1d overdue |
| 18439630 | USING TEXT-INJECTION TO RECOGNIZE SPEECH WITHOUT TRANSCRIPTION | OGUNBIYI, OLUWADAMILOL M | 30d |
| 18890706 | Untitled | VOGT, JACOB BUI | — |
| 18889989 | Untitled | CHAWAN, VIJAY B | — |
| 19287979 | STORAGE AND STRUCTURED SEARCH OF HISTORICAL SECURITY DATA | UDDIN, MOHAMMED R | — |
| 19076961 | REMOTE ATTESTATION TRANSPORT LAYER SECURITY AND SPLIT TRUST ENCRYPTION | HOLDER, BRADLEY W | — |
| 19035299 | Digital Signal Processor-Based Continued Conversation | LAM, PHILIP HUNG FAI | — |
| 19009839 | SPEAKER DIARIZATION POST-PROCESSING WITH LARGE LANGUAGE MODELS | DESIR, PIERRE LOUIS | — |
| Client (Assignee) | Pending OAs |
|---|---|
| 41 |
| Art Unit | Apps |
|---|---|
| 2653 | 4 |
| 2655 | 3 |
| 2654 | 3 |
| 2657 | 2 |
| 2656 | 2 |
| 2659 | 2 |
| 2658 | 1 |
| 2628 | 1 |
| 4100 | 1 |
| 2681 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 18890706 | Untitled | Google LLC | VOGT, JACOB BUI | 2653 | §101§102§103 | Non-Final OA | — | Pending | |
| 18889989 | Untitled | Google LLC | CHAWAN, VIJAY B | 2658 | §102 | Non-Final OA | — | Pending | |
| 19287979 | STORAGE AND STRUCTURED SEARCH OF HISTORICAL SECURITY DATA | Google LLC | UDDIN, MOHAMMED R | §103Other | Non-Final OA | — | Pending | Aug 01, 2025 | |
| 19239036 | Contextual Assistant Using Mouse Pointing or Touch Cues | Google LLC | ALMEIDA, CORY A | 2628 | §103 | Final Rejection | 1d overdue | AI Ready | Jun 16, 2025 |
| 19076961 | REMOTE ATTESTATION TRANSPORT LAYER SECURITY AND SPLIT TRUST ENCRYPTION | Google LLC | HOLDER, BRADLEY W | §103 | Non-Final OA | — | Pending | Mar 11, 2025 | |
| 19035299 | Digital Signal Processor-Based Continued Conversation | Google LLC | LAM, PHILIP HUNG FAI | §103Other | Non-Final OA | — | Pending | Jan 23, 2025 | |
| 19009839 | SPEAKER DIARIZATION POST-PROCESSING WITH LARGE LANGUAGE MODELS | Google LLC | DESIR, PIERRE LOUIS | §101§102 | Non-Final OA | — | Pending | Jan 03, 2025 | |
| 19006522 | Voice Query Handling in an Environment with Multiple Users | Google LLC | SHAH, ANTIM G | DP | Non-Final OA | — | Pending | Dec 31, 2024 | |
| 18965193 | Language Agnostic Multilingual End-To-End Streaming On-Device ASR System | Google LLC | ABEBE, DANIEL DEMELASH | §103 | Non-Final OA | — | Pending | Dec 02, 2024 | |
| 18966088 | SYNTHESIS OF SPEECH FROM TEXT IN A VOICE OF A TARGET SPEAKER USING NEURAL NETWORKS | Google LLC | AZAD, ABUL K | §102§103Other | Non-Final OA | — | Pending | Dec 02, 2024 | |
| 18962686 | USING NON-PARALLEL VOICE CONVERSION FOR SPEECH CONVERSION MODELS | Google LLC | LELAND III, EDWIN S | DP | Non-Final OA | — | Pending | Nov 27, 2024 | |
| 18954928 | REAL TIME ON DEVICE VOICE CONVERTER FOR PORTABLE APPLICATIONS | Google LLC | ZEVITZ, DANIELLE ELIZABETH | §101§103 | Non-Final OA | — | Pending | Nov 21, 2024 | |
| 18954430 | Acoustic Echo Cancellation For Digital Assistants Using Neural Echo Suppression and Multi-Microphone Noise Reduction | Google LLC | LAO, LUNSEE | §102§103§112 | Non-Final OA | — | Pending | Nov 20, 2024 | |
| 18953029 | Large Language Model Response Conciseness for Spoken Conversation | Google LLC | LEE, JANGWOEN | §101§103 | Non-Final OA | — | Pending | Nov 19, 2024 | |
| 18951572 | Injecting Text in Self-Supervised Speech Pre-training | Google LLC | PATEL, SHREYANS A | DP | Non-Final OA | — | Pending | Nov 18, 2024 | |
| 18939827 | USING TEXT CORRECTIONS TO IMPROVE THE ACCURACY OF AN LLM | Google LLC | CAUDLE, PENNY LOUISE | §103 | Non-Final OA | — | Pending | Nov 07, 2024 | |
| 18929102 | HIERARCHICAL RECURRENT ADAPTERS FOR EFFICIENT MULTI-TASK ADAPTATION OF LARGE SPEECH MODELS | Google LLC | TRACY JR., EDWARD | §103 | Non-Final OA | — | Pending | Oct 28, 2024 | |
| 18915058 | EXTREMELY FAST UTTERANCES FOR MEASURING UNINTENDED MEMORIZATION IN AUTOMATIC SPEECH RECOGNITION MODELS | Google LLC | VO, HUYEN X | 4100 | §103 | Non-Final OA | — | Pending | Oct 14, 2024 |
| 18896830 | Mixture Model Attention for Flexible Streaming and Non-Streaming Automatic Speech Recognition | Google LLC | NEWAY, SAMUEL G | 2657 | §101 | Non-Final OA | — | Pending | Sep 25, 2024 |
| 18891045 | WORD-LEVEL END-TO-END NEURAL SPEAKER DIARIZATION WITH AUXNET | Google LLC | SIDDO, IBRAHIM | 2681 | §103 | Non-Final OA | — | Pending | Sep 20, 2024 |
| 18886581 | MULTILINGUAL AND CODE-SWITCHING ASR USING LARGE LANGUAGE MODEL GENERATED TEXT | Google LLC | LEE, JANGWOEN | 2656 | §103 | Non-Final OA | — | Pending | Sep 16, 2024 |
| 18826743 | Adapter Finetuning with Teacher Pseudo-Labeling for Tail Languages in Streaming Multilingual ASR | Google LLC | SINGH, SATWANT K | 2653 | §103 | Non-Final OA | — | Pending | Sep 06, 2024 |
| 18824716 | CONTEXTUAL TAGGING AND BIASING OF GRAMMARS INSIDE WORD LATTICES | Google LLC | ROBERTS, SHAUN A | 2655 | §103 | Final Rejection | — | Pending | Sep 04, 2024 |
| 18823644 | DETERMINING DIALOG STATES FOR LANGUAGE MODELS | Google LLC | GODBOLD, DOUGLAS | 2655 | §103 | Final Rejection | — | Pending | Sep 03, 2024 |
| 18818382 | PROVIDING ANSWERS TO VOICE QUERIES USING USER FEEDBACK | Google LLC | OGUNBIYI, OLUWADAMILOL M | §101§103 | Non-Final OA | — | Pending | Aug 28, 2024 | |
| 18815200 | SPEECH RECOGNITION WITH SEQUENCE-TO-SEQUENCE MODELS | Google LLC | HANG, VU B | 2654 | DP | Non-Final OA | — | Pending | Aug 26, 2024 |
| 18797760 | MULTILINGUAL SPEECH SYNTHESIS AND CROSS-LANGUAGE VOICE CLONING | Google LLC | PATEL, SHREYANS A | 2659 | §101§103 | Final Rejection | 3d overdue | AI Ready | Aug 08, 2024 |
| 18796738 | Variational Embedding Capacity in Expressive End-to-End Speech Synthesis | Google LLC | PATEL, SHREYANS A | 2659 | §103 | Non-Final OA | — | Pending | Aug 07, 2024 |
| 18776117 | PROMOTING VOICE ACTIONS TO HOTWORDS | Google LLC | SHAH, PARAS D | 2653 | §101§103 | Final Rejection | 30d | AI Ready | Jul 17, 2024 |
| 18746997 | SCRIPT EDITOR FOR ROUTINE CREATION | Google LLC | LYONS, ANDREW M | 2191 | §103 | Non-Final OA | — | Pending | Jun 18, 2024 |
| 18676743 | Unsupervised Learning of Disentangled Speech Content and Style Representation | Google LLC | SUBRAMANI, NANDINI | 2656 | §103 | Final Rejection | — | AI Ready | May 29, 2024 |
| 18611628 | CO-DISTILLATION FOR MIXING SERVER-BASED AND FEDERATED LEARNING | Google LLC | DWIVEDI, MAHESH H | §102§103 | Non-Final OA | — | Pending | Mar 20, 2024 | |
| 18439630 | USING TEXT-INJECTION TO RECOGNIZE SPEECH WITHOUT TRANSCRIPTION | Google LLC | OGUNBIYI, OLUWADAMILOL M | 2653 | §101§103 | Final Rejection | 30d | AI Ready | Feb 12, 2024 |
| 18391781 | LANGUAGE MODELS USING DOMAIN-SPECIFIC MODEL COMPONENTS | Google LLC | ZHU, RICHARD Z | 2654 | §103 | Non-Final OA | 29d overdue | AI Ready | Dec 21, 2023 |
| 18542424 | ADAPTIVE ARTIFICIAL NEURAL NETWORK SELECTION TECHNIQUES | Google LLC | WERNER, MARSHALL L | §103 | Non-Final OA | — | Pending | Dec 15, 2023 | |
| 18471937 | Conversational Assistants For Emergency Responders | Google LLC | RODRIGUEZ, ANTHONY JASON | 2672 | §103 | Final Rejection | 22d | AI Ready | Sep 21, 2023 |
| 18459354 | LEVERAGING INTERMEDIATE CHECKPOINTS TO IMPROVE THE PERFORMANCE OF TRAINED DIFFERENTIALLY PRIVATE MODELS | Google LLC | SMITH, KEVIN LEE | 2122 | §101§102§103 | Non-Final OA | — | Pending | Aug 31, 2023 |
| 18362457 | AUTOMATED PREDICTION OF PRONUNCIATION OF TEXT ENTITIES BASED ON PRIOR PREDICTION AND CORRECTION | Google LLC | BOGGS JR., JAMES | 2657 | §101§102§103§112 | Non-Final OA | — | Pending | Jul 31, 2023 |
| 18349945 | Data Transformations to Create Canonical Training Data Sets | Google LLC | MACCAGNO, PIERRE L | 3687 | §101 | Final Rejection | — | AI Ready | Jul 10, 2023 |
| 18188524 | END-TO-END SPEECH CONVERSION | Google LLC | SONIFRANK, RICHA MISHRA | 2654 | §103Other | Non-Final OA | 84d | Pending | Mar 23, 2023 |
| 17932953 | Deliberation of Streaming RNN-Transducer by Non-Autoregressive Decoding | Google LLC | WITHEY, THEODORE JOHN | 2655 | §103 | Non-Final OA | — | Pending | Sep 16, 2022 |
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