Prosecution Insights
Last updated: August 06, 2026

Keller Preece Pllc

141 pending office actions • 18 clients • 131 examiners • 74 art units • 0 of 141 (0%) have an AI response strategy ready

Quality Metrics (n=236 apps, methodology: how we score firms)

87.5%
Allowance Rate
n=236
+0.64σ
Allowance Rate (norm)
n=236
2.9
OAs to Allowance
n=126
-0.34σ
OAs to Allow (norm)
n=126
936 days
Time to Allowance
n=126
+9.4pp
Interview Lift
n=236
27.1%
RCE Rate
n=236
0.0%
Appeal Rate
n=236

Rejection Performance (% of received rejections ultimately overcome)

§101 Overcome
n=18 (min 20)
72.2%
§102 Overcome
n=54
78.6%
§103 Overcome
n=98
79.7%
§112 Overcome
n=59

Specialization & Scale

G06F, H04L, G06Q
Top CPC Subclasses
17%
Top-3 CPC Share
n=236
3
Practitioners
n=236
78.7
Apps / Practitioner
n=236

Portfolio Summary

141
Total Pending OAs
83
Non-Final OAs
58
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 46 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

25
Overdue
0
Due this week
10
Due this month
6
Due in next 60 days
5
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. 46 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (25)Due ≤ 30 days (10)Due ≤ 60 days (6)Due later (5)

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.

88
Hard (62%)
50
Medium (35%)
3
Easy (2%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only21 (15%)
§101 + other43 (30%)
§103 only43 (30%)
§102 only6 (4%)
§112 only1 (1%)
Double-patenting only2 (1%)
Double-patenting + other1 (1%)
Multi-statute (no §101)24 (17%)

Industry Mix

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

19
Life Sciences
13% of docket
45
Information Tech
32% of docket
26
Communications
18% of docket
0
Semiconductors
0% of docket
34
Mechanical / Eng
24% of docket
17
Business / Other
12% 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.

1,410 h
Manual time on pending OAs
282 h
Time saved (low, 20%)
493 h
Time saved (mid, 35%)
12.3 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
BATTISTI, DEREK J 3 51.3% +36.0%
HOANG, HAU HAI 2 78.2% +13.8%
MUHEBBULLAH, SAJEDA 2 29.8% +34.9%
LEMIEUX, IAN L 2 86.9% +8.9%
KELLS, ASHER 2 78.9% +11.0%
GARCIA-GUERRA, DARLENE 2 23.0% +33.2%
ELKINS, BLAKE HARRISON 2 100.0% +0.0%
LEVERETT, MARY CHANG 2 61.1% +22.9%
GRAFF, SHARON LEVINE 2
USSERY, CAIDEN ALEXANDER 1 100.0% +0.0%

Quick Wins (2)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.

App #TitleExaminerDue in
18912891 Untitled USSERY, CAIDEN ALEXANDER
18666519 ALIGNED VISION-LANGUAGE MODEL FOR TEXT-RICH IMAGE UNDERSTANDING LEMIEUX, IAN L

Hard Cases (90)

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
18495097 SELECTIVELY IDENTIFYING AND RECOMMENDING DIGITAL CONTENT ITEMS FOR SYNCHRONIZATION CHOI, YUK TING 84d overdue
18989930 VEHICLE SERVICE CENTER DISPATCH SYSTEM DAGNEW, SABA 72d overdue
18328286 CONSTRUCTING DIGITAL DESIGN GRAPHS FOR GENERATING STRUCTURAL REPRESENTATIONS OF DIGITAL DESIGN DOCUMENTS MERCADO, GABRIEL S 56d overdue
18818373 DYNAMIC OPTIMIZED REASSIGNMENT OF PROVIDERS AT A GEOHASH LEVEL FEACHER, LORENA R 51d overdue
17658009 GENERATION OF CELL-BASED PRODUCTS FOR CONSUMPTION THAT COMPRISE PROTEINS FROM EXOTIC, ENDANGERED, AND EXTINCT SPECIES YAMASAKI, ROBERT J 49d overdue
18913944 DISTRIBUTING ELECTRONIC SURVEYS THROUGH A MESSENGER PLATFORM KOLOSOWSKI-GAGER, KATHERINE 44d overdue
17558243 APPARATUSES AND SYSTEMS FOR PREPARING A MEAT PRODUCT ESPERON, NATHAN GREGORY 44d overdue
19065698 DOMAIN KNOWLEDGE GUIDED SELECTION OF NODES FOR ADDITION TO DATA TREES GOFMAN, ALEX N 23d overdue

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
19195494 AUTOMATICALLY ORGANIZING CONTENT COLLECTIONS WITH SMART CONTENT SYNTHESIS AND DYNAMIC FACETS MUHEBBULLAH, SAJEDA 14d
18744216 GENERATING COACHING PROMPTS FROM KNOWLEDGE GRAPH DATA SOURCES MUHEBBULLAH, SAJEDA 15d
19189769 MULTI-DIMENSIONAL CONTENT ORGANIZATION AND ARRANGEMENT CONTROL IN A USER INTERFACE OF A COMPUTING DEVICE HOANG, HAU HAI 29d
18395099 INTELLIGENT DOCUMENT CREATION AND REVIEW GENERATED BY A LARGE LANGUAGE MODEL KELLS, ASHER 84d
19205533 WITHIN-CONTEXT SEMANTIC RELEVANCE INFERENCE OF MACHINE LEARNING MODEL GENERATED OUTPUT HOANG, HAU HAI
18962648 MULTI-FILM THERMOPLASTIC BAGS HAVING HEM SEALS COMPRISED OF CONTINUOUS CONTACT AREAS AND METHODS OF MAKING THE SAME BATTISTI, DEREK J
18798646 THERMOPLASTIC FILMS AND BAGS WITH DUAL ODOR CONTROL BATTISTI, DEREK J
18769868 GENERATING AND SUMMARIZING CONTENT BLOCKS WITHIN A VIRTUAL SPACE INTERFACE KELLS, ASHER

Client Portfolio (18 clients)

Top Art Units

Art UnitApps
36248
36256
16876
21615
21544
16854
21714
16864
21593
26112

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18912891 Untitled Adobe Inc. USSERY, CAIDEN ALEXANDER 2611 §103 Non-Final OA Pending
18911829 Untitled Adobe Inc. VELAZQUEZ VALENCI, AMELIA NMN 2612 §101§103§112 Non-Final OA Pending
18921823 Untitled Adobe Inc. WU, CHONG §103§112 Non-Final OA Pending
18804890 Untitled Adobe Inc. BOYD, JONATHAN A §102§103 Non-Final OA Pending
19286616 GENERATING CONSOLIDATED GRAPHICAL USER INTERFACES FOR DISPLAYING DIRECTIVES OF DEVICES OF A DYNAMIC TRANSPORTATION NETWORK Lyft, Inc. CHONG CRUZ, NADJA N 3623 §101§112 Final Rejection Pending Jul 31, 2025
19258220 DYNAMIC FACET GENERATION USING LARGE LANGUAGE MODELS Dropbox, Inc. NGUYEN, MERILYN P 2161 §102Other Non-Final OA Pending Jul 02, 2025
19255350 REMOVING OBJECTS AT IMAGE CAPTURE TIME Adobe Inc. SPINKS, ANTOINETTE T 2637 DP Non-Final OA Pending Jun 30, 2025
19246296 EMBEDDED FOLDER VIEWS Dropbox, Inc. MORRIS, JOHN J §102 Non-Final OA Pending Jun 23, 2025
19236765 ORGANIZING MEDIA CONTENT ITEMS UTILIZING DETECTED SCENE TYPES Dropbox, Inc. BIBBEE, JARED M 2161 §101 Non-Final OA Pending Jun 12, 2025
19215668 DIRECTED ACYCLIC GRAPH FRAMEWORK FOR EXECUTING SEARCH FUNCTION OPERATIONS Dropbox, Inc. HARPER, ELIYAH STONE 2166 §102§103Other Non-Final OA Pending May 22, 2025
19205479 MANAGING DIGITAL ASSETS STORED AS COMPONENTS AND PACKAGED FILES Adobe Inc. MINCEY, JERMAINE A 2159 §101§102§103 Final Rejection Pending May 12, 2025
19205503 CREATING AN EFFECTIVE PRODUCT USING AN ATTRIBUTE SOLVER Dropbox, Inc. NGUYEN, THUY N §101Other Non-Final OA Pending May 12, 2025
19205533 WITHIN-CONTEXT SEMANTIC RELEVANCE INFERENCE OF MACHINE LEARNING MODEL GENERATED OUTPUT Dropbox, Inc. HOANG, HAU HAI 2154 §101Other Non-Final OA Pending May 12, 2025
19195494 AUTOMATICALLY ORGANIZING CONTENT COLLECTIONS WITH SMART CONTENT SYNTHESIS AND DYNAMIC FACETS Dropbox, Inc. MUHEBBULLAH, SAJEDA 2174 §103 Non-Final OA 14d Pending Apr 30, 2025
19189769 MULTI-DIMENSIONAL CONTENT ORGANIZATION AND ARRANGEMENT CONTROL IN A USER INTERFACE OF A COMPUTING DEVICE Dropbox, Inc. HOANG, HAU HAI 2154 §101§103§112Other Final Rejection 29d Pending Apr 25, 2025
19185682 UNIFIED SEARCH SYSTEMS AND METHODS Ancestry.com Operations Inc. NGUYEN, CAM LINH T 2161 §101§103Other Non-Final OA Pending Apr 22, 2025
19093034 VARIANT CLASSIFIER BASED ON DEEP NEURAL NETWORKS Illumina, Inc. STRIEGEL, THEODORE CHARLES 1685 §101§103 Non-Final OA Pending Mar 27, 2025
19080290 ARTIFICIAL REALITY FAMILY HISTORY EXPERIENCE Ancestry.com Operations Inc. KETEMA, BENYAM 2626 §103 Final Rejection Pending Mar 14, 2025
19073426 GENERATING A MODIFIED DIGITAL IMAGE UTILIZING A HUMAN INPAINTING MODEL Adobe Inc. SHANKAR, VIJAY DP Non-Final OA Pending Mar 07, 2025
19072233 MODIFYING AND COLLABORATING WITH DIGITAL VIDEOS THROUGH INTERACTIONS WITH VIDEO TRANSCRIPTS Dropbox, Inc. ZHAO, DAQUAN 2484 §102§103 Non-Final OA Pending Mar 06, 2025
19065698 DOMAIN KNOWLEDGE GUIDED SELECTION OF NODES FOR ADDITION TO DATA TREES Ancestry.com Operations Inc. GOFMAN, ALEX N 2163 §101§103 Final Rejection 23d overdue Pending Feb 27, 2025
19059854 RESPONDING TO QUERIES BY GENERATING A SYNTHETIC AUDIENCE OF RESPONDENTS Qualtrics, LLC BOROWSKI, MICHAEL 3624 §101§103 Non-Final OA Pending Feb 21, 2025
19055196 UNIFIED PRESENTATION OF CROSS-PLATFORM CONTENT TO A USER VISITING A PLATFORM Dropbox, Inc. WOODWORTH, II, ALLAN J §101§103 Non-Final OA Pending Feb 17, 2025
19000315 UTILIZING LANGUAGE MACHINE LEARNING MODELS FOR AUTONOMOUS EXECUTIONS OF COMPUTERIZED TECH-BIO EXPLORATION TOOLS Recursion Pharmaceuticals, Inc. ARMSTRONG, ANGELA A §101§103 Non-Final OA Pending Dec 23, 2024
18989930 VEHICLE SERVICE CENTER DISPATCH SYSTEM Lyft, Inc. DAGNEW, SABA 3621 §101 Final Rejection 72d overdue Pending Dec 20, 2024
18988609 TECHNIQUES FOR CAPTURING AND DISPLAYING PARTIAL MOTION IN VIRTUAL OR AUGMENTED REALITY SCENES Dropbox, Inc. LIU, GORDON G §103 Non-Final OA Pending Dec 19, 2024
18978642 GENERATING IMAGE EDITING PRESETS BASED ON EDITING INTENT EXTRACTED FROM A DIGITAL QUERY Adobe Inc. WU, MING HAN §103Other Non-Final OA Pending Dec 12, 2024
18962648 MULTI-FILM THERMOPLASTIC BAGS HAVING HEM SEALS COMPRISED OF CONTINUOUS CONTACT AREAS AND METHODS OF MAKING THE SAME The Glad Products Company BATTISTI, DEREK J §103 Non-Final OA Pending Nov 27, 2024
18962421 INTELLIGENTLY SUMMARIZING AND PRESENTING TEXTUAL RESPONSES WITH MACHINE LEARNING Qualtrics, LLC BECKER, TYLER JUSTIN 2657 §102§103 Non-Final OA Pending Nov 27, 2024
18959280 AI-Driven Generation of Video Content Meeting Professional Film Standards Netflix, Inc. YANG, YI 2616 §103 Non-Final OA Pending Nov 25, 2024
18955813 COLLAPSIBLE FREESTANDING EXERCISE STATION Mwa & Co. LLC KOBYLARZ, ANDREW M 3784 §102§112 Non-Final OA Pending Nov 21, 2024
18948839 TRANSFERRING STYLES TO DIGITAL IMAGES IN AN OBJECT-AWARE MANNER Adobe Inc. GRAY, RYAN M §103 Non-Final OA Pending Nov 15, 2024
18941579 GENERATING MULTIPLE SEGMENTATION MASKS IN A SINGLE MODEL WITH MULTI-TASK QUERY DECODERS Adobe Inc. LEMIEUX, IAN L 2669 §103§112 Non-Final OA Pending Nov 08, 2024
18929363 DETERMINING AND APPLYING ATTRIBUTE DEFINITIONS TO DIGITAL SURVEY DATA TO GENERATE SURVEY ANALYSES Qualtrics, LLC WALTON, CHESIREE A 3624 §101§103 Final Rejection 3d overdue Pending Oct 28, 2024
18917422 BLENDING DIGITAL ASSETS WITH PLANAR SURFACES USING IMAGE SEGMENTATION AND CORNER DETECTION Adobe Inc. MINKO, DENIS VASILIY 2612 §103 Non-Final OA Pending Oct 16, 2024
18913944 DISTRIBUTING ELECTRONIC SURVEYS THROUGH A MESSENGER PLATFORM Qualtrics, LLC KOLOSOWSKI-GAGER, KATHERINE 3687 §101 Non-Final OA 44d overdue Pending Oct 11, 2024
18911906 DYNAMIC PAGE UPDATING SYSTEM Netflix, Inc. LE, RONG 2421 §103 Final Rejection Pending Oct 10, 2024
18853081 BODY PART SUPPORT King'S College London ROBINSON, NICHOLAS A 3798 §101§102§103 Non-Final OA 70d Pending Sep 30, 2024
18895077 GENERATING LAYER-AWARE AND OBJECT-AWARE ANNOTATIONS Adobe Inc. CALDERON SANTIAGO, ALVARO RAFAEL 2171 §102§103 Non-Final OA Pending Sep 24, 2024
18886697 UNIFIED DATA STRUCTURES FOR SOURCE-SPECIFIC DATA STRUCTURES ORIGINATING FROM THIRD-PARTY SOURCES Dropbox, Inc. DAYE, CHELCIE L 2161 §103 Final Rejection Pending Sep 16, 2024
18825654 MODIFYING DIGITAL IMAGES VIA PERSPECTIVE-AWARE TEXT EDITING Adobe Inc. HESS, MICHAEL J 2481 §103§112 Final Rejection Pending Sep 05, 2024
18825060 PRESENTING PROJECT DATA MANAGED BY A CONTENT MANAGEMENT SYSTEM Dropbox, Inc. WAESCO, JOSEPH M 3625 §101§103 Final Rejection Pending Sep 05, 2024
18824067 DETERMINING FRAUDULENT SURVEY RESPONSES TO DIGITAL SURVEYS USING RULE-BASED MODELS AND MACHINE-LEARNING MODELS Qualtrics, LLC KHATTAR, RAJESH 3684 §101 Non-Final OA Pending Sep 04, 2024
18823463 DYNAMICALLY OPTIMIZED RECOMMENDATIONS IN GENERATIVE MEDIA Dropbox, Inc. DAUD, ABDULLAH AHMED 2164 §103 Final Rejection 29d Pending Sep 03, 2024
18818373 DYNAMIC OPTIMIZED REASSIGNMENT OF PROVIDERS AT A GEOHASH LEVEL Lyft, Inc. FEACHER, LORENA R 3625 §101 Final Rejection 51d overdue Pending Aug 28, 2024
18811909 BACKUP FEATURE PROVIDED BY BIDIRECTIONAL SYNCHRONIZED CONTENT MANAGEMENT SYSTEM Dropbox, Inc. PYO, MONICA M 2161 §101§103§112Other Non-Final OA Pending Aug 22, 2024
18798646 THERMOPLASTIC FILMS AND BAGS WITH DUAL ODOR CONTROL The Glad Products Company BATTISTI, DEREK J 3734 DPOther Non-Final OA Pending Aug 08, 2024
18778370 DETERMINING EFFICIENT PICKUP LOCATIONS FOR TRANSPORTATION REQUESTS UTILIZING A PICKUP LOCATION MODEL Lyft, Inc. COOLEY, CHASE LITTLEJOHN 3662 §101§103 Final Rejection Pending Jul 19, 2024
18771779 GENERATING MULTILINGUAL VISION LANGUAGE MODELS UTILIZING CONTRASTIVE LANGUAGE IMAGE PRETRAINING Adobe Inc. WOZNIAK, JAMES S 2655 §103 Final Rejection Pending Jul 12, 2024
18769868 GENERATING AND SUMMARIZING CONTENT BLOCKS WITHIN A VIRTUAL SPACE INTERFACE Dropbox, Inc. KELLS, ASHER 2171 §103 Final Rejection Pending Jul 11, 2024
18768482 GENERATING CHANGE COMPARISONS DURING EDITING OF DIGITAL IMAGES Adobe Inc. SETH, MANAV 2672 §103Other Non-Final OA Pending Jul 10, 2024
18765647 FITTING CURVES TO REGION BOUNDARIES OF A DIGITAL IMAGE UTILIZING PATH SIMPLIFICATION FOR POLYLINES Adobe Inc. COBB, MICHAEL J 2615 §112 Non-Final OA Pending Jul 08, 2024
18752435 LIVE WRITES TO ERASURE CODED VOLUMES WITHOUT PRIOR REPLICATION Dropbox, Inc. JUNG, ANDREW J 2175 §103 Non-Final OA 31d overdue Pending Jun 24, 2024
18744216 GENERATING COACHING PROMPTS FROM KNOWLEDGE GRAPH DATA SOURCES Dropbox, Inc. MUHEBBULLAH, SAJEDA 2174 §103 Final Rejection 15d Pending Jun 14, 2024
18740293 DISPATCHING PROVIDER DEVICES UTILIZING MULTI-OUTCOME TRANSPORTATION-VALUE METRICS AND DYNAMIC PROVIDER DEVICE MODES Lyft, Inc. SANTOS, AARRON EDUARDO 3663 §103 Final Rejection Pending Jun 11, 2024
18738249 DATA MODEL AND DATA SERVICE FOR CONTENT MANAGEMENT SYSTEM Dropbox, Inc. HTAY, LIN LIN M 2153 §103 Final Rejection Pending Jun 10, 2024
18673861 DOCUMENT AGNOSTIC PERFORMANCE ENHANCEMENT THROUGH MULTI-STAGE MIXED LEVEL OF DETAIL RENDERING Adobe Inc. WANG, JIN CHENG 2617 §103 Final Rejection 25d overdue Pending May 24, 2024
18672492 MULTI-MODAL PAIR MATCHING FOR A MULTI-MODAL MACHINE LEARNING MODEL LEARNING PROCESS Recursion Pharmaceuticals, Inc. SHERALI, ISHRAT I 2667 §101§103 Non-Final OA Pending May 23, 2024
18670398 GENERATING HOW-TO GUIDES GROUNDED IN ELEMENTS OF IN-USE USER INTERFACES VIA VIRTUAL ASSISTANTS Adobe Inc. REPSHER III, JOHN T 2143 §101§103§112 Final Rejection Pending May 21, 2024
18667953 TIMESTAMP-BASED APPROACH TO DETECTING STALE VALUES IN A CACHE Dropbox, Inc. KHAKHAR, NIRAV K 2163 §102 Non-Final OA Pending May 17, 2024
18666519 ALIGNED VISION-LANGUAGE MODEL FOR TEXT-RICH IMAGE UNDERSTANDING Adobe Inc. LEMIEUX, IAN L 2669 §103 Non-Final OA Pending May 16, 2024
18659329 GENERATING VISUAL DEPICTIONS OF CORRELATIONS BETWEEN IMAGE LAYER MASKS WITH SUGGESTIVE BOUNDARIES Adobe Inc. FOSTER, THOMAS JOHN 2616 §103 Non-Final OA Pending May 09, 2024
18660046 DETERMINING AND PROVIDING RECOMMENDED GENEALOGICAL CONTENT ITEMS USING A SELECTION-PREDICTION NEURAL NETWORK Ancestry.com Operations Inc. MINA, FATIMA P 2159 §101§103 Final Rejection Pending May 09, 2024
18654904 EDITING DIGITAL IMAGES USING EXECUTABLE CODE GENERATED BY LARGE LANGUAGE MODELS FROM NATURAL LANGUAGE INPUT Adobe Inc. PRINGLE-PARKER, JASON A 2617 §103 Non-Final OA Pending May 03, 2024
18652320 CATALYST CALENDAR INTERFACE Dropbox, Inc. LABOGIN, DORETHEA L 3624 §101§103 Final Rejection Pending May 01, 2024
18647603 DETERMINING GENEALOGICAL RECORDS FOR RECORD QUERIES UTILIZING A LIFESPAN FILTER ALGORITHM Ancestry.com Operations Inc. ELIAS, EARL L 2169 §101§103 Final Rejection Pending Apr 26, 2024
18646543 UPSCALING AI-GENERATED DIGITAL CONTENT WITHIN DIGITAL IMAGES VIA TILE-BASED SUPER RESOLUTION Adobe Inc. TAHA, AHMED 2613 §102§103 Non-Final OA 17d overdue Pending Apr 25, 2024
18632933 GENERATING HIERARCHICAL ENTITY SEGMENTATIONS UTILIZING SELF-SUPERVISED MACHINE LEARNING MODELS Adobe Inc. KUDO, KEN 2671 §102§103 Final Rejection Pending Apr 11, 2024
18630074 OPTIMIZING DEEP LEARNING RECOMMENDER MODEL DATA PIPELINES WITH REINFORCEMENT LEARNING Netflix, Inc. MAUNI, HUMAIRA ZAHIN §103 Non-Final OA Pending Apr 09, 2024
18686289 INTEGRALLY FORMED MEDICAL DEVICES 3Dmorphic Pty Ltd. WAGGLE, JR, LARRY E 3775 §103 Final Rejection Pending Feb 23, 2024
18443808 BUILDING VISION-LANGUAGE MODELS USING MASKED DISTILLATION FROM FOUNDATION MODELS Adobe Inc. DRYDEN, EMMA ELIZABETH 2677 §103 Final Rejection 13d Pending Feb 16, 2024
18439525 UTILIZING A FEATURE EXTRACTION FUNCTION WITHIN A DIGITAL SEARCH PLATFORM Dropbox, Inc. HASAN, SYED HAROON 2154 §103 Final Rejection 70d Pending Feb 12, 2024
18431297 DOCUMENT DIFFERENCES ANALYSIS AND PRESENTATION Dropbox, Inc. NAZAR, AHAMED I 2178 §103 Non-Final OA 40d Pending Feb 02, 2024
18425777 MEETING TRANSCRIPTION USING CUSTOM LEXICONS BASED ON DOCUMENT HISTORY Dropbox, Inc. SHEN, SAMUEL 2179 §103§112 Final Rejection 53d Pending Jan 29, 2024
18415036 GENERATING AND VISUALIZING COMMUNICATION EFFECTIVITY SCORES FOR VIDEO CALLS Dropbox, Inc. BULLINGTON, ROBERT P 3715 §101 Final Rejection 15d overdue Pending Jan 17, 2024
18411603 CONTENT ITEM ANALYTICS TIMELINE Dropbox, Inc. MORRISON, JAY A 2151 §103 Final Rejection 3d overdue Pending Jan 12, 2024
18395099 INTELLIGENT DOCUMENT CREATION AND REVIEW GENERATED BY A LARGE LANGUAGE MODEL Dropbox, Inc. KELLS, ASHER 2171 §103 Non-Final OA 84d Pending Dec 22, 2023
18543990 MODIFYING DIGITAL DESIGNS TO ALIGN THE CIRCUMFERENCES OF CONCENTRICALLY PLACED RADIAL-REPEAT OBJECTS Adobe Inc. WANG, YI 2619 §102§103§112 Final Rejection Pending Dec 18, 2023
18523593 REINFORCED THERMOPLASTIC BAG WITH EXTENDED HEM SKIRT The Glad Products Company BATTISTI, DEREK J 3734 §102§103§112 Final Rejection Pending Nov 29, 2023
18516359 SYSTEM AND METHODS FOR MANAGING SCHEDULES AND CALENDARS Dropbox, Inc. GARCIA-GUERRA, DARLENE 3625 §101§103 Non-Final OA Pending Nov 21, 2023
18502830 GENERATING A PREVIEW TILE FOR A CONTENT ITEM IN A CONTENT MANAGEMENT SYSTEM Dropbox, Inc. BLAUFELD, JUSTIN R 2151 §102§103 Non-Final OA Pending Nov 06, 2023
18495097 SELECTIVELY IDENTIFYING AND RECOMMENDING DIGITAL CONTENT ITEMS FOR SYNCHRONIZATION Dropbox, Inc. CHOI, YUK TING 2164 §101§103§112 Non-Final OA 84d overdue Pending Oct 26, 2023
18482715 CUSTOM INTERPRETER FOR EXECUTING COMPUTER CODE GENERATED BY A LARGE LANGUAGE MODEL Dropbox, Inc. MITCHELL, JASON D 2199 §103 Non-Final OA 41d Pending Oct 06, 2023
18478061 GENERATING AND MAINTAINING COMPOSITE ACTIONS UTILIZING LARGE LANGUAGE MODELS Dropbox, Inc. KASSIM, IMAD MUTEE 2129 §101§103§112 Non-Final OA Pending Sep 29, 2023
18478066 GENERATING AND MAINTAINING COMPOSITE ACTIONS UTILIZING LARGE LANGUAGE MODELS Dropbox, Inc. SULTANA, NADIRA 2653 §101§103 Non-Final OA 15d Pending Sep 29, 2023
18477008 MANAGING PROJECT TASKS USING CONTENT ITEMS Dropbox, Inc. OBAID, HAMZEH M 3624 §101 Final Rejection 12d Pending Sep 28, 2023
18459186 SELECTIVELY CONDITIONING LAYERS OF A NEURAL NETWORK WITH STYLIZATION PROMPTS FOR DIGITAL IMAGE GENERATION Adobe Inc. SANKS, SCHYLER S 2129 §102 Final Rejection Pending Aug 31, 2023
18457794 UTILIZING MACHINE LEARNING MODELS TO GENERATE ASPECT-BASED TRANSCRIPT SUMMARIES Adobe Inc. SPIELER, WILLIAM 2159 §101 Final Rejection Pending Aug 29, 2023
18457895 UTILIZING INDIVIDUAL-CONCEPT TEXT-IMAGE ALIGNMENT TO ENHANCE COMPOSITIONAL CAPACITY OF TEXT-TO-IMAGE MODELS Adobe Inc. HE, WEIMING 2611 §103§112 Final Rejection 83d Pending Aug 29, 2023
18452974 SYSTEMS AND METHODS OF AUTOMATICALLY SORTING BATTERIES Redwood Materials, Inc. BURKMAN, JESSICA LYNN 3653 §103 Final Rejection 75d Pending Aug 21, 2023
18546714 SMOKE ALARM Emerled Pty Ltd. ADNAN, MUHAMMAD 2688 §103 Non-Final OA 50d Pending Aug 16, 2023
18446273 DRIVER SUPPLY CONTROL Lyft, Inc. BAINS, SARJIT S 3623 §101§112 Final Rejection 8d overdue Pending Aug 08, 2023
18356101 SYSTEM FOR NAVIGATING DRIVERS TO PASSENGERS BASED ON START TIMES OF EVENTS Lyft, Inc. MERLINO, DAVID P 3665 §102§103 Non-Final OA Pending Jul 20, 2023
18343627 SESSION-BASED TRANSPORTATION DISPATCH Lyft, Inc. CHOY, PAN G 3624 §101 Final Rejection Pending Jun 28, 2023
18342469 GENERATING AND PROVIDING MORPHING ASSISTANT INTERFACES THAT TRANSFORM ACCORDING TO ARTIFICIAL INTELLIGENCE SIGNALS Dropbox, Inc. DUONG, HIEN LUONGVAN 2147 §101§102§103 Non-Final OA 17d overdue Pending Jun 27, 2023
18340795 SPLIT-READ ALIGNMENT BY INTELLIGENTLY IDENTIFYING AND SCORING CANDIDATE SPLIT GROUPS Illumina, Inc. ELKINS, BLAKE HARRISON §101§102§103DP Non-Final OA Pending Jun 23, 2023
18328286 CONSTRUCTING DIGITAL DESIGN GRAPHS FOR GENERATING STRUCTURAL REPRESENTATIONS OF DIGITAL DESIGN DOCUMENTS Adobe Inc. MERCADO, GABRIEL S 2171 §103§112 Final Rejection 56d overdue Pending Jun 02, 2023
18322180 INTELLIGENTLY COMBINING RELEVANT DATA ITEMS OF REQUESTED DATA SETS DURING INGESTION Qualtrics, LLC YOUNG, ASHLEY YA-SHEH 3625 §101§103 Final Rejection Pending May 23, 2023
18320466 GENERATING PREDICTED ACCOUNT INTERACTIONS WITH COMPUTING APPLICATIONS UTILIZING CUSTOMIZED HIDDEN MARKOV MODELS Adobe Inc. SHAH, SAYED MUNEER 2124 §101§102§103 Non-Final OA Pending May 19, 2023
18138705 Computational Drug Target Selection Recursion Pharmaceuticals, Inc. BAILEY, STEVEN WILLIAM §103 Non-Final OA Pending Apr 24, 2023
18185828 GENERATING ANALYTICS PREDICTION MACHINE LEARNING MODELS USING TRANSFER LEARNING FOR PRIOR DATA Adobe Inc. KIM, DAVID 2141 §103 Non-Final OA Pending Mar 17, 2023
18183387 BUILDING TIME-DECAYED LINE GRAPHS FOR DIRECT EMBEDDING OF CONTINUOUS-TIMED INTERACTIONS IN GENERATING TIME-AWARE RECOMMENDATIONS Adobe Inc. STORK, KYLE R 2100 §103 Non-Final OA Pending Mar 14, 2023
18183023 GENERATING ITEM RECOMMENDATIONS UTILIZING A DELAYED IN-SITU RECOMMENDATION ENGINE Adobe Inc. FRUNZI, VICTORIA E. 3689 §101 Final Rejection 20d Pending Mar 13, 2023
18174468 CALIBRATION SEQUENCES FOR NUCLEOTIDE SEQUENCING Illumina, Inc. LEVERETT, MARY CHANG §101§103§112 Non-Final OA Pending Feb 24, 2023
18167690 GENERATING COMPOSITE IMAGES USING USER INTERFACE FEATURES FOR AUTO-COMPOSITING AND COMPOSITE-AWARE SEARCH Adobe Inc. AHN, CHRISTINE YERA 2615 §103 Final Rejection 10d overdue Pending Feb 10, 2023
18164373 GENERATING USER-SPECIFIC SYNTHETIC CONTENT UTILIZING MACHINE LEARNING WITH USER CREATED CONTENT ITEMS Dropbox, Inc. SHAIKH, ZEESHAN MAHMOOD 2658 §101§103 Non-Final OA 19d overdue Pending Feb 03, 2023
18163562 UTILIZING TRANSITION TIMES TO INTELLIGENTLY SELECT TRANSITION LOCATIONS FOR AUTONOMOUS VEHICLES Lyft, Inc. MALKOWSKI, KENNETH J 3667 §102 Final Rejection 21d Pending Feb 02, 2023
18160855 IMAGE-BASED VARIANT PATHOGENICITY DETERMINATION Illumina, Inc. FRUMKIN, JESSE P §103 Non-Final OA Pending Jan 27, 2023
18146541 METHOD FOR WASHING AND FINISHING A GROWN CELL MASS The Upside Group Inc. SCHUBERG, LAURA J 1631 §103 Non-Final OA Pending Dec 27, 2022
18146850 GENERATING DYNAMIC INTERFACES PROVIDING INTELLIGENT MULTI-DEVICE SELECTABLE ELEMENTS FOR A TRANSPORTATION MATCHING SYSTEM Lyft, Inc. FLYNN, ABBY J 3663 §101 Final Rejection Pending Dec 27, 2022
18068703 MACHINE LEARNING FOR CLASSIFICATION OF USERS Ancestry.com Operations Inc. WONG, LUT 2127 §101§102§103 Non-Final OA Pending Dec 20, 2022
18001174 METHOD AND SYSTEM FOR SELECTING HIGHLIGHT SEGMENTS Dropbox, Inc. MILLER, RONDE LEE 2663 §102 Final Rejection 11d overdue Pending Dec 08, 2022
18060322 SUBSTRATES AND BIOREACTORS FOR PREPARING A COMESTIBLE MEAT PRODUCT UPSIDE FOODS, INC. MOLOYE, TITILAYO 1632 §102§103§112Other Non-Final OA 33d Pending Nov 30, 2022
18059326 GENERATING CLUSTER-SPECIFIC-SIGNAL CORRECTIONS FOR DETERMINING NUCLEOTIDE-BASE CALLS Illumina, Inc. ELKINS, BLAKE HARRISON 1687 §101§103§112DP Non-Final OA Pending Nov 28, 2022
18055550 PROTEIN STRUCTURE-BASED PROTEIN LANGUAGE MODELS Illumina, Inc. SMITH, JENNIFER JOY 1685 §101§103DP Non-Final OA Pending Nov 15, 2022
17936099 FAST GRAPH MODEL SELECTION VIA META-LEARNING Adobe Inc. RAHMAN, IBRAHIM 2122 §101§103 Non-Final OA Pending Sep 28, 2022
17935497 AUTOMATICALLY SWITCHING VARIANT ANALYSIS MODEL VERSIONS FOR GENOMIC ANALYSIS APPLICATIONS Illumina, Inc. GRAFF, SHARON LEVINE 1687 §101§103 Non-Final OA Pending Sep 26, 2022
17953293 COMBINED AND TRANSFER LEARNING OF A VARIANT PATHOGENICITY PREDICTOR USING GAPPED AND NON-GAPPED PROTEIN SAMPLES Illumina, Inc. MOHANTA, PRAMOD KUMAR 1686 §103 Non-Final OA Pending Sep 26, 2022
17953286 PREDICTING VARIANT PATHOGENICITY FROM EVOLUTIONARY CONSERVATION USING THREE-DIMENSIONAL (3D) PROTEIN STRUCTURE VOXELS Illumina, Inc. ASIAMAH, ABENA ASANTEWAA 1685 §101DP Non-Final OA Pending Sep 26, 2022
17935476 FACILITATING SECURE EXECUTION OF EXTERNAL WORKFLOWS FOR GENOMIC SEQUENCING DIAGNOSTICS Illumina, Inc. GRAFF, SHARON LEVINE 1687 §101§103 Non-Final OA Pending Sep 26, 2022
17947068 INTER-MODEL PREDICTION SCORE RECALIBRATION DURING TRAINING Illumina, Inc. LUO, JAMMY NMN 1686 §101§103§112 Non-Final OA Pending Sep 16, 2022
17929596 GENERATING AND PROVIDING AN ACCOUNT PRIORITIZATION SCORE BY INTEGRATING EXPERIENCE DATA AND ORGANIZATION DATA Qualtrics, LLC BYRD, UCHE SOWANDE 3624 §101 Final Rejection Pending Sep 02, 2022
17876481 TRANSFER LEARNING-BASED USE OF PROTEIN CONTACT MAPS FOR VARIANT PATHOGENICITY PREDICTION Illumina, Inc. LEVERETT, MARY CHANG 1687 §101§103§112 Non-Final OA Pending Jul 28, 2022
17876501 DEEP LEARNING-BASED USE OF PROTEIN CONTACT MAPS FOR VARIANT PATHOGENICITY PREDICTION Illumina, Inc. ANDERSON-FEARS, KEENAN NEIL 1687 §101§103§112 Non-Final OA Pending Jul 28, 2022
17812999 IMAGE ANALYSIS FOR QUALITATIVE AND QUANTITATIVE ANALYSIS OF AGGLUTINATION SAMPLES Nanospot.Ai, Inc. OBISESAN, AUGUSTINE KUNLE 2156 §103 Final Rejection 31d overdue Pending Jul 15, 2022
17813003 TEST CARD FOR AGGLUTINATION ASSAY TO BE ASSESSED WITH COMPUTER-IMPLEMENTED IMAGE ANALYSIS Nanospot.Ai, Inc. TURK, NEIL N 1798 §103§112 Final Rejection Pending Jul 15, 2022
17810708 UTILIZING COMPUTER MODELS TO DYNAMICALLY MATCH PROVIDER DEVICES AND PRIORITY REQUESTER DEVICES IN RESPONSE TO TIME PRIORITY AIRPORT TRANSPORTATION REQUESTS Lyft, Inc. CLARE, MARK C 3628 §101 Final Rejection Pending Jul 05, 2022
17839387 QUALITY SCORE CALIBRATION OF BASECALLING SYSTEMS Illumina, Inc. DARRIGRAND, EMILY ANN 1686 §103 Final Rejection 16d overdue Pending Jun 13, 2022
17838098 SYSTEM AND METHODS FOR MANAGING SCHEDULES AND CALENDARS Dropbox, Inc. GARCIA-GUERRA, DARLENE 3625 §101 Final Rejection Pending Jun 10, 2022
17804991 DETERMINING TARGET POLICY PERFORMANCE VIA OFF-POLICY EVALUATION IN EMBEDDING SPACES Adobe Inc. VINCENT, DAVID ROBERT 2123 §101 Final Rejection 26d Pending Jun 01, 2022
17830316 SELF-LEARNED BASE CALLER, TRAINED USING ORGANISM SEQUENCES Illumina, Inc. PLAYER, ROBERT AUSTIN 1686 §101§103§112Other Non-Final OA 10d overdue Pending Jun 01, 2022
17658009 GENERATION OF CELL-BASED PRODUCTS FOR CONSUMPTION THAT COMPRISE PROTEINS FROM EXOTIC, ENDANGERED, AND EXTINCT SPECIES The Upside Group Inc. YAMASAKI, ROBERT J 1657 §103§112 Final Rejection 49d overdue Pending Apr 05, 2022
17558243 APPARATUSES AND SYSTEMS FOR PREPARING A MEAT PRODUCT UPSIDE FOODS, INC. ESPERON, NATHAN GREGORY 1799 §103§112Other Non-Final OA 44d overdue Pending Dec 21, 2021
17556024 GENERATING NETWORK COVERAGE IMPROVEMENT METRICS UTILIZING MACHINE-LEARNING TO DYNAMICALLY MATCH TRANSPORTATION REQUESTS Lyft, Inc. KOESTER, MICHAEL RICHARD 3624 §101 Non-Final OA 8d overdue Pending Dec 20, 2021
17523409 TRANSITION TO AN ORGANIZATION DIRECTORY Dropbox, Inc. TO, BAOQUOC N 2154 §103§112 Final Rejection 2d overdue Pending Nov 10, 2021
17420582 METHOD AND SYSTEM FOR PREDICTING DRUG BINDING USING SYNTHETIC DATA Cyclica Inc. PULLIAM, JOSEPH CONSTANTINE 1687 §103§112 Non-Final OA 48d Pending Jul 02, 2021
17348212 METHODS AND SYSTEMS FOR ANALYZING IMAGE DATA Illumina, Inc. WOITACH, JOSEPH T §101§103Other Non-Final OA Pending Jun 15, 2021
16953899 PRIORITIZED TRANSPORTATION REQUESTS FOR A DYNAMIC TRANSPORTATION MATCHING SYSTEM Lyft, Inc. BOSWELL, BETH V 3625 §101 Final Rejection Pending Nov 20, 2020
17034357 INTELLIGENTLY SELECTING AND PROVIDING DESIGNATED INTERSECTION LOCATIONS FOR TRANSPORTATION REQUESTS Lyft, Inc. JOSEPH, TONYA S 3628 §101 Non-Final OA Pending Sep 28, 2020
16827305 UTILIZING A REQUESTOR DEVICE FORECASTING MODEL WITH FORWARD AND BACKWARD LOOKING QUEUE FILTERS TO PRE-DISPATCH PROVIDER DEVICES Lyft, Inc. ROTARU, OCTAVIAN 3624 §101 Non-Final OA Pending Mar 23, 2020
16538475 DESIGN OF MOLECULES Recursion Pharmaceuticals Inc. HAYES, JONATHAN EDWARD 1685 §103 Final Rejection 5d overdue Pending Aug 12, 2019

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