Prosecution Insights
Last updated: October 04, 2026

Honigman Llp-Google

Technology area: Communications

34 pending office actions • 1 client • 28 examiners • 13 art units • 7 of 34 (21%) have an AI response strategy ready • 113 patents granted in the last 365 days

Analysis

HONIGMAN LLP-GOOGLE is linked to 5997 career applications in Communications. The firm currently manages 20 pending office actions. The resolved allowance rate pct is 90.81, representing the success rate for its resolved applications. This history of 5997 applications reflects the firm's extensive experience and well-established practice in the communications sector.

The average office actions per allowance is 3.36. This metric indicates the amount of examiner interaction typically required to reach an allowance. With 5997 career applications and a 90.81 resolved allowance rate pct, the firm's performance metrics are established across its primary technology area. The average of 3.36 office actions per allowance provides a baseline for predicting prosecution timelines. The 20 pending office actions show the firm's current activity for this client relationship.

Written from this page's own data; every figure is computed from USPTO records and verified before publication.

Quality Metrics (n=5997 apps, methodology: how we score firms)

90.8%
Allowance Rate
n=5997
+0.60σ
Allowance Rate (norm)
n=5997
3.4
OAs to Allowance
n=4059
-0.16σ
OAs to Allow (norm)
n=4059
1005 days
Time to Allowance
n=4059
+2.7pp
Interview Lift
n=5997
27.2%
RCE Rate
n=5997
2.6%
Appeal Rate
n=5997

Rejection Performance (% of received rejections ultimately overcome)

79.6%
§101 Overcome
n=525
82.6%
§102 Overcome
n=1514
82.6%
§103 Overcome
n=2573
83.1%
§112 Overcome
n=1523

Specialization & Scale

G06F, G10L, H04L
Top CPC Subclasses
20%
Top-3 CPC Share
n=5997
37
Practitioners
n=5997
162.1
Apps / Practitioner
n=5997

Portfolio Summary

34
Total Pending OAs
21
Non-Final OAs
11
Final Rejections
2
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 4 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

1
Overdue
0
Due this week
2
Due this month
1
Due in next 60 days
0
Due later

Deadline Fire Line

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. 4 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (1)Due ≤ 30 days (2)Due ≤ 60 days (1)

Case Difficulty Mix

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.

17
Hard (50%)
16
Medium (47%)
1
Easy (3%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only2 (6%)
§101 + other5 (15%)
§103 only15 (44%)
§102 only1 (3%)
Double-patenting only1 (3%)
Multi-statute (no §101)10 (29%)

Industry Mix

How the docket's pending cases split across USPTO tech-center bands.

0
Life Sciences
0% of docket
3
Information Tech
9% of docket
16
Communications
47% of docket
0
Semiconductors
0% of docket
0
Mechanical / Eng
0% of docket
15
Business / Other
44% of docket

Time-on-OA Estimate

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.

340 h
Manual time on pending OAs
68 h
Time saved (low, 20%)
119 h
Time saved (mid, 35%)
3.0 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
SHAH, PARAS D 3 73.4% +31.0%
LAM, PHILIP HUNG FAI 3 83.9% +50.9%
PATEL, SHREYANS A 2 88.7% +8.5%
CHUNG, DANIEL WONSUK 2 59.3% +31.2%
LELAND III, EDWIN S 1 75.1% -0.5%
AGAHI, DARIOUSH 1 83.7% +30.1%
DUGDA, MULUGETA TUJI 1 82.8% +21.2%
MARLOW, ALEXANDER G 1 78.8% +18.4%
CHAVEZ, RODRIGO A 1 52.5% +38.0%
PULLIAS, JESSE SCOTT 1 82.6% +12.5%

Quick Wins (5)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 5 ordered by deadline are shown.

App #TitleExaminerDue in
19042106 LONGFORM WORD-LEVEL END-TO-END SPEAKER DIARIZATION WITH DYNAMIC AUDIO COHORT DUGDA, MULUGETA TUJI —
19035299 Digital Signal Processor-Based Continued Conversation LAM, PHILIP HUNG FAI —
19007920 ADAPTIVE TEXT-TO-SPEECH OUTPUTS BASED ON LANGUAGE PROFICIENCY PULLIAS, JESSE SCOTT —
18812338 TARGET SPEAKER KEYWORD SPOTTING LAM, PHILIP HUNG FAI —
18796738 Variational Embedding Capacity in Expressive End-to-End Speech Synthesis PATEL, SHREYANS A —

Hard Cases (17)

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 #TitleExaminerDue in
18493365 AUTOMATED PREDICTION OF PRONUNCIATION OF TEXT ENTITIES BASED ON CO-EMITTED SPEECH RECOGNITION PREDICTIONS SHAH, PARAS D 19d overdue
18439630 USING TEXT-INJECTION TO RECOGNIZE SPEECH WITHOUT TRANSCRIPTION OGUNBIYI, OLUWADAMILOL M 30d
18188632 Streaming End-to-end Multilingual Speech Recognition with Joint Language Identification ISKENDER, ALVIN ALIK 34d
19075428 Quantization Aware Training for Universal Speech Models with Recurrent Neural Network-Transducer Decoders LELAND III, EDWIN S —
19049425 Using Synthetic Data to Improve Word Error Rate of Differentially Private ASR Models AGAHI, DARIOUSH —
19040527 LANGUAGE MODEL BIASING MODULATION SHAH, PARAS D —
19010299 Disfluency Detection Models for Natural Conversational Voice Systems CHAVEZ, RODRIGO A —
19006051 Liaising Multi-Information and Actions Around Contextually Specific Requests LAM, PHILIP HUNG FAI —

Interview Candidates (13)

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 #TitleExaminerDue in
18493365 AUTOMATED PREDICTION OF PRONUNCIATION OF TEXT ENTITIES BASED ON CO-EMITTED SPEECH RECOGNITION PREDICTIONS SHAH, PARAS D 19d overdue
19071732 RECOGNIZING SPEECH IN THE PRESENCE OF ADDITIONAL AUDIO SHAH, PARAS D —
19049425 Using Synthetic Data to Improve Word Error Rate of Differentially Private ASR Models AGAHI, DARIOUSH —
19042106 LONGFORM WORD-LEVEL END-TO-END SPEAKER DIARIZATION WITH DYNAMIC AUDIO COHORT DUGDA, MULUGETA TUJI —
19041217 Sub-models For Neural Contextual Biasing MARLOW, ALEXANDER G —
19040527 LANGUAGE MODEL BIASING MODULATION SHAH, PARAS D —
19035299 Digital Signal Processor-Based Continued Conversation LAM, PHILIP HUNG FAI —
19010299 Disfluency Detection Models for Natural Conversational Voice Systems CHAVEZ, RODRIGO A —

Client Portfolio (1 client)

Client (Assignee)Pending OAs
Google 34

Top Art Units

Art UnitApps
26563
26593
26532
26552
21681
21661
26581
26571
26951
26921

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19075428 Quantization Aware Training for Universal Speech Models with Recurrent Neural Network-Transducer Decoders Google LLC LELAND III, EDWIN S §102§103 Non-Final OA — Pending Mar 10, 2025
19071732 RECOGNIZING SPEECH IN THE PRESENCE OF ADDITIONAL AUDIO Google LLC SHAH, PARAS D DP Non-Final OA — Pending Mar 05, 2025
19049425 Using Synthetic Data to Improve Word Error Rate of Differentially Private ASR Models Google LLC AGAHI, DARIOUSH §103§112 Non-Final OA — Pending Feb 10, 2025
19042106 LONGFORM WORD-LEVEL END-TO-END SPEAKER DIARIZATION WITH DYNAMIC AUDIO COHORT Google LLC DUGDA, MULUGETA TUJI §103 Non-Final OA — Pending Jan 31, 2025
19041217 Sub-models For Neural Contextual Biasing Google LLC MARLOW, ALEXANDER G §103Other Non-Final OA — Pending Jan 30, 2025
19040527 LANGUAGE MODEL BIASING MODULATION Google LLC SHAH, PARAS D §101Other Non-Final OA — Pending Jan 29, 2025
19035299 Digital Signal Processor-Based Continued Conversation Google LLC LAM, PHILIP HUNG FAI §103Other Non-Final OA — Pending Jan 23, 2025
19010299 Disfluency Detection Models for Natural Conversational Voice Systems Google LLC CHAVEZ, RODRIGO A §101§102§103 Non-Final OA — Pending Jan 06, 2025
19007920 ADAPTIVE TEXT-TO-SPEECH OUTPUTS BASED ON LANGUAGE PROFICIENCY Google LLC PULLIAS, JESSE SCOTT §103 Non-Final OA — Pending Jan 02, 2025
19006051 Liaising Multi-Information and Actions Around Contextually Specific Requests Google LLC LAM, PHILIP HUNG FAI 2656 §102§103 Non-Final OA — Pending Dec 30, 2024
19001061 LANGUAGE MODEL BIASING SYSTEM Google LLC CHAWAN, VIJAY B §102Other Non-Final OA — Pending Dec 24, 2024
18970803 Assigning Weights to a Query's Context for an On-Device Model Google LLC HICKS, SHIRLEY D. 2168 §103 Non-Final OA — Pending Dec 05, 2024
18970857 Personalizing Edge Device Queries When Full Context is Unavailable Google LLC HALE, BROOKS T 2166 §101§103 Final Rejection — Pending Dec 05, 2024
18965193 Language Agnostic Multilingual End-To-End Streaming On-Device ASR System Google LLC ABEBE, DANIEL DEMELASH §103Other Non-Final OA — Pending Dec 02, 2024
18951572 Injecting Text in Self-Supervised Speech Pre-training Google LLC PATEL, SHREYANS A §101DP Non-Final OA — Pending Nov 18, 2024
18943880 Carrier Integration Through User Network Interface Proxy Google LLC BATAILLE, FRANTZ §103 Non-Final OA — Pending Nov 11, 2024
18891615 CHAIN OF THOUGHT REASONING FOR ASR Google LLC OPSASNICK, MICHAEL N 2658 §102§103 Final Rejection — Pending Sep 20, 2024
18826135 QUANTIZATION AND SPARSITY AWARE FINE-TUNING FOR SPEECH RECOGNITION WITH UNIVERSAL SPEECH MODELS Google LLC KAZEMINEZHAD, FARZAD 2653 §101§103DP Final Rejection — Pending Sep 05, 2024
18823661 Scaling Multilingual Speech Synthesis with Zero Supervision of Found Data Google LLC WITHEY, THEODORE JOHN 2655 §103Other Non-Final OA — Pending Sep 03, 2024
18812338 TARGET SPEAKER KEYWORD SPOTTING Google LLC LAM, PHILIP HUNG FAI 2656 §103 Final Rejection — Pending Aug 22, 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
18775561 Reducing Streaming ASR Model Delay With Self Alignment Google LLC CHUNG, DANIEL WONSUK 2659 §103 Final Rejection — Pending Jul 17, 2024
18772267 SPEAKER DIARIZATION Google LLC BOGGS JR., JAMES 2657 §103§112 Non-Final OA — AI Ready Jul 15, 2024
18734803 AUGMENTING CONFORMERS WITH STRUCTURED STATE-SPACE SEQUENCE MODELS FOR ONLINE SPEECH RECOGNITION Google LLC ZHANG, LESHUI 2695 §103§112 Non-Final OA — Pending Jun 05, 2024
18676743 Unsupervised Learning of Disentangled Speech Content and Style Representation Google LLC SUBRAMANI, NANDINI 2656 §103 Final Rejection — AI Ready May 29, 2024
18634876 Text-To-Speech Progress-Aware Fulfillment and Response Google LLC MCCORD, PAUL C 2692 §102§103 Non-Final OA — AI Ready Apr 12, 2024
18611628 CO-DISTILLATION FOR MIXING SERVER-BASED AND FEDERATED LEARNING Google LLC DWIVEDI, MAHESH H §103 Final Rejection — Pending Mar 20, 2024
18609704 FILTERING FOR MIXING SERVER-BASED AND FEDERATED LEARNING Google LLC KABIR, SAMIYAH §101§103 Non-Final OA — Pending Mar 19, 2024
18439630 USING TEXT-INJECTION TO RECOGNIZE SPEECH WITHOUT TRANSCRIPTION Google LLC OGUNBIYI, OLUWADAMILOL M 2653 §102§103 Non-Final OA 30d AI Ready Feb 12, 2024
18526148 Modular Training for Flexible Attention Based End-to-End ASR Google LLC JONES, CHARLES JEFFREY 2122 §102§103 Final Rejection — AI Ready Dec 01, 2023
18493365 AUTOMATED PREDICTION OF PRONUNCIATION OF TEXT ENTITIES BASED ON CO-EMITTED SPEECH RECOGNITION PREDICTIONS Google LLC SHAH, PARAS D 2655 §101 Non-Final OA 19d overdue Pending Oct 24, 2023
18471937 Conversational Assistants For Emergency Responders Google LLC RODRIGUEZ, ANTHONY JASON 2672 §103 Final Rejection 22d AI Ready Sep 21, 2023
18188632 Streaming End-to-end Multilingual Speech Recognition with Joint Language Identification Google LLC ISKENDER, ALVIN ALIK 2654 §102§103 Final Rejection 34d Pending Mar 23, 2023
18055395 Multi-Assistant Warm Words Google LLC CHUNG, DANIEL WONSUK 2659 §103 Final Rejection — AI Ready Nov 14, 2022

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