Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Communications • Transportation, E-Commerce & Mechanical Systems
146 pending office actions • 19 clients • 137 examiners • 76 art units • 0 of 146 (0%) have an AI response strategy ready
Keller Preece PLLC focuses on Communications, with 255 career applications. The firm has a resolved allowance rate pct of 87.07. It currently has 121 pending office actions in its docket. This 87.07 resolved allowance rate pct shows a track record for the 255 applications the firm has handled. The 121 pending office actions represent a portion of the career applications.
The avg office actions per allowance is 2.89. This suggests that the firm typically secures allowances through its prosecution process. The current workload of 121 pending office actions indicates an active period for the firm's Communications practice. The 2.89 avg office actions per allowance provides a benchmark for the expected intensity of the prosecution process. Practitioners can use the resolved allowance rate pct and the avg office actions per allowance to set expectations for the prosecution cycle.
Based on the USPTO statutory response window for each pending office action. 31 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. 31 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 | 21 (14%) |
| §101 + other | 47 (32%) |
| §103 only | 45 (31%) |
| §102 only | 4 (3%) |
| §112 only | 1 (1%) |
| Double-patenting + other | 2 (1%) |
| Multi-statute (no §101) | 26 (18%) |
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 |
|---|---|---|---|
| GARCIA-GUERRA, DARLENE | 3 | 23.3% | +34.3% |
| HOANG, HAU HAI | 2 | 78.2% | +13.4% |
| LIU, GORDON G | 2 | 82.9% | +14.8% |
| FEACHER, LORENA R | 2 | 28.5% | +32.1% |
| PARCHER, DANIEL W | 2 | 61.2% | +57.5% |
| BAILEY, STEVEN WILLIAM | 2 | 31.6% | +15.2% |
| GRAFF, SHARON LEVINE | 2 | — | — |
| PLAYER, ROBERT AUSTIN | 2 | 14.3% | +33.8% |
| FLORES, ROBERTO W | 1 | 49.7% | +13.9% |
| SIOZOPOULOS, CONSTANTINE B | 1 | 58.0% | +38.8% |
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 # | Title | Examiner | Due in |
|---|---|---|---|
| 19028973 | GENERATING ANGULAR SNAPPING GUIDES FOR MANIPULATING VECTOR-BASED DESIGNS | LIU, GORDON G | — |
| 18988609 | TECHNIQUES FOR CAPTURING AND DISPLAYING PARTIAL MOTION IN VIRTUAL OR AUGMENTED REALITY SCENES | LIU, GORDON G | — |
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 |
|---|---|---|---|
| 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 |
| 18616784 | DETERMINING MATCHES USING DYNAMIC PROVIDER ELIGIBILITY MODEL | SMITH-STEWART, DEMETRA R | 44d overdue |
| 19065698 | DOMAIN KNOWLEDGE GUIDED SELECTION OF NODES FOR ADDITION TO DATA TREES | GOFMAN, ALEX N | 23d overdue |
| 18164373 | GENERATING USER-SPECIFIC SYNTHETIC CONTENT UTILIZING MACHINE LEARNING WITH USER CREATED CONTENT ITEMS | SHAIKH, ZEESHAN MAHMOOD | 19d overdue |
| 17839387 | QUALITY SCORE CALIBRATION OF BASECALLING SYSTEMS | DARRIGRAND, EMILY ANN | 16d overdue |
| 18415036 | GENERATING AND VISUALIZING COMMUNICATION EFFECTIVITY SCORES FOR VIDEO CALLS | BULLINGTON, ROBERT P | 15d overdue |
| 18001174 | METHOD AND SYSTEM FOR SELECTING HIGHLIGHT SEGMENTS | MILLER, RONDE LEE | 11d overdue |
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 |
|---|---|---|---|
| 18818373 | DYNAMIC OPTIMIZED REASSIGNMENT OF PROVIDERS AT A GEOHASH LEVEL | FEACHER, LORENA R | 51d overdue |
| 17830316 | SELF-LEARNED BASE CALLER, TRAINED USING ORGANISM SEQUENCES | PLAYER, ROBERT AUSTIN | 10d overdue |
| 19189769 | MULTI-DIMENSIONAL CONTENT ORGANIZATION AND ARRANGEMENT CONTROL IN A USER INTERFACE OF A COMPUTING DEVICE | HOANG, HAU HAI | 29d |
| 19470722 | AUTOMATIC GAZE ESTIMATION | FLORES, ROBERTO W | — |
| 19167738 | COMPUTATIONAL DRUG TARGET SELECTION | SIOZOPOULOS, CONSTANTINE B | — |
| 19205533 | WITHIN-CONTEXT SEMANTIC RELEVANCE INFERENCE OF MACHINE LEARNING MODEL GENERATED OUTPUT | HOANG, HAU HAI | — |
| 19028973 | GENERATING ANGULAR SNAPPING GUIDES FOR MANIPULATING VECTOR-BASED DESIGNS | LIU, GORDON G | — |
| 18988609 | TECHNIQUES FOR CAPTURING AND DISPLAYING PARTIAL MOTION IN VIRTUAL OR AUGMENTED REALITY SCENES | LIU, GORDON G | — |
| Client (Assignee) | Pending OAs |
|---|---|
| Adobe | 33 |
| Dropbox | 32 |
| ILLUMINA, INC. | 20 |
| Lyft | 19 |
| SAP | 9 |
| Recursion Pharmaceuticals, Inc. | 8 |
| Ancestry.com | 5 |
| NETFLIX, INC. | 4 |
| The Upside Group Inc. | 4 |
| King's College London | 2 |
| Redwood Materials, Inc. | 2 |
| Ancestry.com DNA, LLC | 1 |
| Marqeta, Inc. | 1 |
| Optimal Industrial Technologies Limited | 1 |
| 3Dmorphic Pty Ltd. | 1 |
| The Glad Products Company | 1 |
| Emerled Pty Ltd. | 1 |
| UPSIDE FOODS, INC. | 1 |
| NanoSpot.AI | 1 |
| Art Unit | Apps |
|---|---|
| 3625 | 9 |
| 3624 | 6 |
| 1685 | 4 |
| 1686 | 4 |
| 2159 | 3 |
| 2163 | 3 |
| 2659 | 3 |
| 2171 | 3 |
| 3628 | 2 |
| 3623 | 2 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19470722 | AUTOMATIC GAZE ESTIMATION | King'S College London | FLORES, ROBERTO W | 2621 | §103 | Non-Final OA | — | Pending | Sep 29, 2025 |
| 19167738 | COMPUTATIONAL DRUG TARGET SELECTION | Recursion Pharmaceuticals, Inc. | SIOZOPOULOS, CONSTANTINE B | 3686 | §101 | Non-Final OA | — | Pending | Sep 22, 2025 |
| 19334627 | GENERATING AND POPULATING DATA-LINK TREES FROM RELATIONSHIP CLUSTERS | Ancestry.com DNA, LLC | LEWIS, CHERYL RENEA | 2166 | §103 | Non-Final OA | — | Pending | Sep 19, 2025 |
| 19325058 | IMAGE ENHANCEMENT IN A GENEALOGY SYSTEM | Ancestry.com Operations Inc. | DEPALMA, CAROLINE ELIZABETH | 2675 | §102§103 | Final Rejection | — | Pending | Sep 10, 2025 |
| 19304977 | DETERMINING RELATIONSHIPS OF HISTORICAL DATA RECORDS | Ancestry.com Operations Inc. | ALMANI, MOHSEN | 2159 | §101§102§103DP | Non-Final OA | — | Pending | Aug 20, 2025 |
| 19292764 | GENERATING A FIXED VALUE FOR A RECURRING VALUE LOCK ACROSS GRAPHICAL USER INTERFACES OF COMPUTING DEVICES | Lyft, Inc. | KIRK, BRYAN J | 3628 | §101 | Non-Final OA | — | Pending | Aug 06, 2025 |
| 19289838 | GENERATING BUNDLED SETS FROM PREDETERMINED CARD PARAMETER CONFIGURATIONS UTILIZING MACHINE-LEARNING | Marqeta, Inc. | HOLLY, JOHN H | §101DP | Non-Final OA | — | Pending | Aug 04, 2025 | |
| 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 |
| 19287330 | RETRIEVAL AUGMENTED THOUGHT FOR AGENTIC MODELS | Ancestry.com Operations Inc. | BOWEN, RICHARD L | 2165 | §102§103 | Non-Final OA | — | Pending | Jul 31, 2025 |
| 19286044 | UTILIZING MACHINE-LEARNING MODELS TO GENERATE IDENTIFIER EMBEDDINGS AND DETERMINE DIGITAL CONNECTIONS BETWEEN DIGITAL CONTENT ITEMS | Dropbox, Inc. | LEROUX, ETIENNE PIERRE | §103 | Non-Final OA | — | Pending | Jul 30, 2025 | |
| 19270917 | GENERATING AND PROVIDING CONTENT STACKS UTILIZING MACHINE-LEARNING MODELS | Dropbox, Inc. | PHAN, TUANKHANH D | §101§103Other | Non-Final OA | — | Pending | Jul 16, 2025 | |
| 19270223 | UTILIZING MACHINE LEARNING MODELS TO SYNTHESIZE PERTURBATION DATA TO GENERATE PERTURBATION HEATMAP GRAPHICAL USER INTERFACES | Recursion Pharmaceuticals, Inc. | TO, BAOQUOC N | §101§103Other | Non-Final OA | — | Pending | Jul 15, 2025 | |
| 19254844 | PROVIDING DYNAMIC ALTERNATE LOCATION TRANSPORTATION MODES AND USER INTERFACES WITHIN MULTI-PICKUP-LOCATION AREA GEOFENCES | Lyft, Inc. | ULLAH, ARIF | 3623 | §112DP | Non-Final OA | — | Pending | Jun 30, 2025 |
| 19244901 | DETERMINING WHETHER TO PLACE AN ADVERTISEMENT REQUESTING AN ADDRESS | Dropbox, Inc. | ELCHANTI, TAREK | 3621 | §101§102§103 | Final Rejection | — | Pending | Jun 20, 2025 |
| 19242510 | PROVIDING INFORMATION TO USERS OF A TRANSPORTATION SYSTEM USING AUGMENTED REALITY ELEMENTS | Lyft, Inc. | MARTINEZ BORRERO, LUIS A | §101§103§112Other | Non-Final OA | — | Pending | Jun 18, 2025 | |
| 19236735 | GENERATING RESPONSES TO REAL-TIME USER EVENTS UTILIZING USER PROFILE ATTRIBUTES AND A USER'S JOURNEY STATE OF AN EXPERIENCE JOURNEY | Qualtrics, LLC | HARMON, COURTNEY N | 2159 | §112DP | Final Rejection | — | Pending | Jun 12, 2025 |
| 19205479 | MANAGING DIGITAL ASSETS STORED AS COMPONENTS AND PACKAGED FILES | Adobe Inc. | MINCEY, JERMAINE A | 2159 | §101§103 | Non-Final OA | — | Pending | May 12, 2025 |
| 19205475 | DYNAMIC CONTEXTUAL GENERATION OF CREATIVE CONTENT FOR PRODUCT | Dropbox, Inc. | CIVAN, ETHAN D | 3688 | §102§103 | Non-Final OA | — | Pending | May 12, 2025 |
| 19205455 | UTILIZING A KNOWLEDGE GRAPH TO IMPLEMENT A DIGITAL SURVEY SYSTEM | Qualtrics, LLC | DIVELBISS, MATTHEW H | §101§103 | 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 | §101 | 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 | |
| 19189769 | MULTI-DIMENSIONAL CONTENT ORGANIZATION AND ARRANGEMENT CONTROL IN A USER INTERFACE OF A COMPUTING DEVICE | Dropbox, Inc. | HOANG, HAU HAI | 2154 | §101§103 | Final Rejection | 29d | Pending | Apr 25, 2025 |
| 19178422 | USING GENERATIVE AI MODELS FOR CONTENT SEARCHING AND GENERATION OF CONFABULATED SEARCH RESULTS | Dropbox, Inc. | WILSON, KIMBERLY LOVEL | 2165 | §101 | Final Rejection | — | Pending | Apr 14, 2025 |
| 19080290 | ARTIFICIAL REALITY FAMILY HISTORY EXPERIENCE | Ancestry.com Operations Inc. | KETEMA, BENYAM | 2626 | §103 | Final Rejection | — | Pending | Mar 14, 2025 |
| 19072233 | MODIFYING AND COLLABORATING WITH DIGITAL VIDEOS THROUGH INTERACTIONS WITH VIDEO TRANSCRIPTS | Dropbox, Inc. | ZHAO, DAQUAN | 2484 | §103 | Final Rejection | — | 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 |
| 19106477 | PROCESS MONITORING | Optimal Industrial Technologies Limited | LOFTIS, JOHNNA RONEE | 3625 | §101 | Final Rejection | — | Pending | Feb 25, 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 | |
| 19035524 | MODIFYING VECTOR ART VIA LIVE COLOR REDUCTION USING COLOR CLUSTERING AND PATH DOMINANCE | Adobe Inc. | BARHAM, RYAN ALLEN | 2613 | §102§103 | Non-Final OA | — | Pending | Jan 23, 2025 |
| 19035556 | GENERATING A DIGITAL VIDEO UTILIZING A SET OF ANCHOR TOKENS TO DENOISE NOISED TOKENS | Adobe Inc. | ELLIOTT, JORDAN MCKENZIE | 2666 | §102§103 | Non-Final OA | — | Pending | Jan 23, 2025 |
| 19028973 | GENERATING ANGULAR SNAPPING GUIDES FOR MANIPULATING VECTOR-BASED DESIGNS | Adobe Inc. | LIU, GORDON G | 2618 | §103 | Final Rejection | — | Pending | Jan 17, 2025 |
| 19012593 | DETECTING GENERATED IMAGES PROMPTED WITH ARTIST NAMES | Adobe Inc. | GALERA, PATRICK PAUL CONTRER | 2617 | §102§103 | Non-Final OA | — | Pending | Jan 07, 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 | |
| 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 | |
| 18975617 | CORNER AWARE VECTOR PATH IMITATION WITH DYNAMIC OFFSET | Adobe Inc. | RIVERA-MARTINEZ, GUILLERMO M | 2677 | §102§112 | Non-Final OA | — | Pending | Dec 10, 2024 |
| 18960593 | ALIGNING PROVIDER-DEVICE AXES WITH TRANSPORTATION-VEHICLE AXES TO GENERATE DRIVING-EVENT SCORES | Lyft, Inc. | WANG, KAI NMN | 3664 | §101§103 | Final Rejection | — | Pending | Nov 26, 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 |
| 18952023 | UTILIZING A GENERATIVE NEURAL NETWORK TO INTERACTIVELY CREATE AND MODIFY DIGITAL IMAGES BASED ON NATURAL LANGUAGE FEEDBACK | Adobe Inc. | AUGUSTIN, MARCELLUS | §102§103 | Non-Final OA | — | Pending | Nov 19, 2024 | |
| 18946080 | AUGMENTING FUNCTIONALITY OF GENERATIVE LANGUAGE MODELS USING A HYBRID ATTENTION METHOD | Adobe Inc. | SIRJANI, FARIBA | 2659 | §102 | Non-Final OA | — | Pending | Nov 13, 2024 |
| 18941647 | REFINING IMAGE MASKS WITH A MASK REFINEMENT NEURAL NETWORK TRAINED ON SIMULATED MASKS WITH POINT-SAMPLING LOSSES | Adobe Inc. | PERLMAN, DAVID S | 2673 | §103 | Non-Final OA | — | Pending | Nov 08, 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 |
| 18940609 | ORCHESTRATING MACHINE LEARNING MODELS TO CREATE SAFE, ROBUST, PERSONALIZED, BRAND EXPERIENCES BETWEEN USERS AND AN ARTIFICIAL INTELLIGENCE AGENT | Qualtrics, LLC | GODBOLD, DOUGLAS | 2655 | §103 | Final Rejection | — | Pending | Nov 07, 2024 |
| 18933259 | GENERATING SCALABLE VECTOR GRAPHIC IMAGES BOUND TO INSIGHT-BACKING DATA | Adobe Inc. | DU, HAIXIA | 2611 | §103 | Non-Final OA | — | Pending | Oct 31, 2024 |
| 18930606 | GENERATING PREDICTED DOCUMENT SUMMARY-CONSISTENCY METRICS USING MACHINE LEARNING MODELS AND AN EXPANDING GRANULARITY ANALYSIS | Adobe Inc. | HAILU, TADESSE | 2174 | §102 | Non-Final OA | — | Pending | Oct 29, 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 |
| 18924508 | GENERATING COLLAGE DIGITAL IMAGES BY COMBINING SCENE LAYOUTS AND PIXEL COLORS UTILIZING GENERATIVE NEURAL NETWORKS | Adobe Inc. | WU, YANNA | 2615 | §103 | Final Rejection | — | Pending | Oct 23, 2024 |
| 18916070 | GENERATING BLENDED TEXT OBJECTS THAT PRESERVE VISUAL TEXT OBJECT CHARACTERISTICS | Adobe Inc. | VU, KIEU D | 2171 | §101§103§112 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18906980 | UTILIZING LARGE LANGUAGE MODELS TO GENERATE OBFUSCATED SUMMARIES OF EMPLOYEE FEEDBACK DATA AND MODIFICATION SUGGESTIONS BASED ON THE EMPLOYEE FEEDBACK DATA | Qualtrics, LLC | FEACHER, LORENA R | 3625 | §101§103§112 | Final Rejection | — | Pending | Oct 04, 2024 |
| 18906870 | MODIFYING DIGITAL IMAGES FROM TEXT VIA MULTI-REGION LOCALIZED STYLE TRANSFER | Adobe Inc. | JANSEN II, MICHAEL J | 2626 | §102§103 | Final Rejection | — | Pending | Oct 04, 2024 |
| 18853081 | BODY PART SUPPORT | King'S College London | ROBINSON, NICHOLAS A | 3798 | §101§102§103 | Final Rejection | 70d | Pending | Sep 30, 2024 |
| 18893422 | CONTINUALLY EVALUATING AND MODIFYING ARTIFICIAL INTELLIGENCE ASSISTANT | Adobe Inc. | KY, KEVIN | 2671 | §103 | Non-Final OA | — | Pending | Sep 23, 2024 |
| 18887334 | UTILIZING A DEPTH PREDICTION MACHINE LEARNING MODEL TO GENERATE COMPRESSED LOG DEPTH MAPS AND MODIFIED DIGITAL IMAGES | Adobe Inc. | SIVJI, NIZAR N | §101§103Other | Non-Final OA | — | Pending | Sep 17, 2024 | |
| 18887787 | DENOISING DIGITAL IMAGES WITH NATURAL NOISE UTILIZING A DOMAIN GAP GENERATIVE ADVERSARIAL NEURAL NETWORK | Adobe Inc. | ROSARIO, DENNIS | 2676 | §101§102§103§112 | Non-Final OA | — | Pending | Sep 17, 2024 |
| 18886700 | SYSTEMS AND METHODS FOR INTEGRATING CHATBOTS INTO APPLICATIONS | Netflix, Inc. | CASTANEDA, IVAN ALEXANDER | 2195 | §103 | Non-Final OA | — | Pending | Sep 16, 2024 |
| 18882162 | CONTENT ITEM PURGING | Dropbox, Inc. | PHAM, TUAN A | 2163 | §103 | Non-Final OA | 87d overdue | Pending | Sep 11, 2024 |
| 18824151 | GENERATING CUSTOMIZED FOLLOW-UP SURVEY INQUIRIES BASED ON RESPONSE QUALITY IN REAL TIME UTILIZING A MULTIMODAL MODEL | Qualtrics, LLC | GARCIA-GUERRA, DARLENE | 3625 | §101§103 | Final Rejection | — | Pending | Sep 04, 2024 |
| 18824067 | DETERMINING FRAUDULENT SURVEY RESPONSES TO DIGITAL SURVEYS USING RULE-BASED MODELS AND MACHINE-LEARNING MODELS | Qualtrics, LLC | KHATTAR, RAJESH | 3684 | §101 | Final Rejection | — | Pending | Sep 04, 2024 |
| 18819054 | HANDLING COMPLEX STRUCTURES FOR SENTENCE PARAPHRASING UTILIZING A LANGUAGE MODEL | Adobe Inc. | BLOOMQUIST, KEITH D | 2171 | §102§103 | Non-Final OA | — | Pending | Aug 29, 2024 |
| 18818373 | DYNAMIC OPTIMIZED REASSIGNMENT OF PROVIDERS AT A GEOHASH LEVEL | Lyft, Inc. | FEACHER, LORENA R | 3625 | §101 | Non-Final OA | 51d overdue | Pending | Aug 28, 2024 |
| 18818453 | ARTIFICIAL INTELLIGENCE-BASED QUALITY SCORING | Illumina, Inc. | BHATNAGAR, ANAND P | §101§102 | Non-Final OA | — | Pending | Aug 28, 2024 | |
| 18813537 | UTILIZING MASKED AUTOENCODER GENERATIVE MODELS TO EXTRACT MICROSCOPY REPRESENTATION AUTOENCODER EMBEDDINGS | Recursion Pharmaceuticals, Inc. | NGUYEN, LEON VIET Q | §103 | Final Rejection | — | Pending | Aug 23, 2024 | |
| 18811976 | PER-NODE METADATA FOR CUSTOM NODE BEHAVIORS ACROSS PLATFORMS | Dropbox, Inc. | SHAW, PETER C | 2493 | §103 | Final Rejection | — | Pending | Aug 22, 2024 |
| 18795882 | GENERATING AND SELF-CORRECTING WORKFLOWS FOR EDITING DIGITAL FILES USING LANGUAGE MACHINE LEARNING MODELS | Adobe Inc. | PARCHER, DANIEL W | 2174 | §102§103§112 | Non-Final OA | — | Pending | Aug 06, 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 |
| 18769192 | ADAPTIVELY SYNCHRONIZING AND LINKING DIGITAL MEDIA UTILIZING LARGE LANGUAGE MODELS | Dropbox, Inc. | RIVERA GONZALEZ, IVONNEMARY | 3626 | §101§103 | Non-Final OA | 42d | Pending | Jul 10, 2024 |
| 18768482 | GENERATING CHANGE COMPARISONS DURING EDITING OF DIGITAL IMAGES | Adobe Inc. | SETH, MANAV | 2672 | §103Other | Non-Final OA | — | Pending | Jul 10, 2024 |
| 18763959 | SEARCHING DIGITAL CONTENT | Dropbox, Inc. | NGUYEN, TUAN S | 2179 | §103 | Non-Final OA | — | Pending | Jul 03, 2024 |
| 18753906 | DETERMINING PHENOMIC RELATIONSHIPS BETWEEN COMPOUNDS AND CELL PERTURBATIONS UTILIZING MACHINE LEARNING MODELS | Recursion Pharmaceuticals, Inc. | ROSSI, VY BUI | 1685 | §101§102DP | Final Rejection | — | Pending | Jun 25, 2024 |
| 18741412 | METHODS AND SYSTEMS FOR STERILIZING BIOREACTOR SYSTEMS WITH SUPERHEATED WATER | The Upside Group Inc. | HENSEL, BRENDAN A | §102§103§112 | Non-Final OA | — | Pending | Jun 12, 2024 | |
| 18740293 | DISPATCHING PROVIDER DEVICES UTILIZING MULTI-OUTCOME TRANSPORTATION-VALUE METRICS AND DYNAMIC PROVIDER DEVICE MODES | Lyft, Inc. | SANTOS, AARRON EDUARDO | 3663 | §103 | Non-Final OA | — | Pending | Jun 11, 2024 |
| 18738249 | DATA MODEL AND DATA SERVICE FOR CONTENT MANAGEMENT SYSTEM | Dropbox, Inc. | HTAY, LIN LIN M | 2153 | §103 | Non-Final OA | — | Pending | Jun 10, 2024 |
| 18679215 | IMPLEMENTING AND MAINTAINING FEEDBACK LOOPS IN RECOMMENDATION SYSTEMS | Netflix, Inc. | HUANG, FRANK F | §103 | Non-Final OA | — | Pending | May 30, 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 |
| 18667953 | TIMESTAMP-BASED APPROACH TO DETECTING STALE VALUES IN A CACHE | Dropbox, Inc. | KHAKHAR, NIRAV K | 2163 | §103 | Non-Final OA | — | Pending | May 17, 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 |
| 18652540 | GENERATING CONTENT UPDATE SYNOPSES USING A LARGE LANGUAGE MODEL | Dropbox, Inc. | OGUNBIYI, OLUWADAMILOL M | 2653 | §103 | Non-Final OA | — | Pending | May 01, 2024 |
| 18632933 | GENERATING HIERARCHICAL ENTITY SEGMENTATIONS UTILIZING SELF-SUPERVISED MACHINE LEARNING MODELS | Adobe Inc. | KUDO, KEN | 2671 | §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 | |
| 18619667 | GENERATING A DIGITAL POSTER INCLUDING MULTIMODAL CONTENT EXTRACTED FROM A SOURCE DOCUMENT | Adobe Inc. | PARCHER, DANIEL W | §103§112 | Non-Final OA | — | Pending | Mar 28, 2024 | |
| 18619610 | VECTORIZING DIGITAL IMAGES WITH SUB-PIXEL ACCURACY USING DYNAMIC UPSCALING | Adobe Inc. | JAMES, DOMINIQUE NICOLE | 2666 | §103 | Final Rejection | 40d | Pending | Mar 28, 2024 |
| 18616784 | DETERMINING MATCHES USING DYNAMIC PROVIDER ELIGIBILITY MODEL | Lyft, Inc. | SMITH-STEWART, DEMETRA R | 3661 | §101 | Final Rejection | 44d overdue | Pending | Mar 26, 2024 |
| 18610628 | SELECTIVE OBJECT-LEVEL UNDO | Adobe Inc. | MERCADO, GABRIEL S | 2171 | §103 | Non-Final OA | 33d | Pending | Mar 20, 2024 |
| 18602881 | SEGMENTING DIGITAL VIDEOS UTILIZING TRANSCRIPT CHAPTERIZATION AND VISUAL BREAKS | Dropbox, Inc. | KOROMA, SORIE IBRAHIM | 2662 | §103 | Final Rejection | — | Pending | Mar 12, 2024 |
| 18686289 | INTEGRALLY FORMED MEDICAL DEVICES | 3Dmorphic Pty Ltd. | WAGGLE, JR, LARRY E | 3775 | §103 | Final Rejection | — | Pending | Feb 23, 2024 |
| 18438230 | GENERATING COMMUNICATION SUMMARIES USING ARTIFICIAL INTELLIGENCE MODELS, SUMMARY TEMPLATES, AND ENRICHED TRANSCRIPTS | Qualtrics, LLC | PASHA, ATHAR N | 2657 | §103 | Non-Final OA | — | Pending | Feb 09, 2024 |
| 18435023 | CATALYST APPLICATION FOR EXTRACTING AND EXECUTING TASKS | Dropbox, Inc. | KIM, DONG U | 4100 | §112 | Final Rejection | — | Pending | Feb 07, 2024 |
| 18432938 | GENERATING ANSWERS TO CONTEXTUAL QUERIES WITHIN A CLOSED DOMAIN | Adobe Inc. | SERRAGUARD, SEAN ERIN | 2657 | §103§112 | Non-Final OA | — | Pending | Feb 05, 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 |
| 18391100 | IDENTIFYING SPEAKER NAMES IN TRANSCRIPTS UTILIZING LANGUAGE MODELS | Adobe Inc. | TRACY JR., EDWARD | 2656 | §103 | Non-Final OA | — | Pending | Dec 20, 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 |
| 18507630 | SECURELY INTEGRATING STORED ACCOUNT DATA WITH EXTERNAL WORKFLOWS AND LARGE LANGUAGE MODELS | Dropbox, Inc. | NILSSON, ERIC | §103 | Final Rejection | — | Pending | Nov 13, 2023 | |
| 18485915 | ELECTRODEPOSITION DEVICE INCLUDING A SERIES-IN-PARALLEL-OUT RECTIFIER CIRCUIT | Redwood Materials, Inc. | FORRY, COLTON BUSA | §103 | Non-Final OA | — | Pending | Oct 12, 2023 | |
| 18484268 | DETECTING AND CORRECTING METHYLATION VALUES FROM METHYLATION SEQUENCING ASSAYS | Illumina, Inc. | ZEMAN, MARY K | §101§103 | Non-Final OA | — | Pending | Oct 10, 2023 | |
| 18477346 | COPY NUMBER VARIATION (CNV) BREAKPOINT DETECTION | Illumina, Inc. | BICKHAM, DAWN MARIE | §101§102§103§112 | Non-Final OA | — | Pending | Sep 28, 2023 | |
| 18476232 | MACHINE-LEARNING MODEL FOR REFINING STRUCTURAL VARIANT CALLS | Illumina, Inc. | LEMMA, SAMSON B | 2498 | §103 | Final Rejection | — | Pending | Sep 27, 2023 |
| 18474878 | GENERATING AND PROVIDING AGGREGATED FEED INTERFACES SUMMARIZING THREAD DATA ACROSS MULTIPLE DATA FEEDS | Dropbox, Inc. | SMITH, SEAN THOMAS | 2659 | §103§112 | Non-Final OA | 21d | Pending | Sep 26, 2023 |
| 18459186 | SELECTIVELY CONDITIONING LAYERS OF A NEURAL NETWORK WITH STYLIZATION PROMPTS FOR DIGITAL IMAGE GENERATION | Adobe Inc. | SANKS, SCHYLER S | 2129 | §102 | Non-Final OA | — | Pending | Aug 31, 2023 |
| 18452974 | SYSTEMS AND METHODS OF AUTOMATICALLY SORTING BATTERIES | Redwood Materials, Inc. | BURKMAN, JESSICA LYNN | 3653 | §103 | Non-Final OA | 75d | Pending | Aug 21, 2023 |
| 18546714 | SMOKE ALARM | Emerled Pty Ltd. | ADNAN, MUHAMMAD | 2688 | §103 | Non-Final OA | 50d | Pending | Aug 16, 2023 |
| 18231219 | Drug Optimization by Active Learning | Recursion Pharmaceuticals, Inc. | VASSELL, MEREDITH ABBOTT | §101§103§112DP | Non-Final OA | — | Pending | Aug 07, 2023 | |
| 18359502 | RAPID SINGLE-CELL MULTIOMICS PROCESSING USING AN EXECUTABLE FILE | Illumina, Inc. | SCHULTZHAUS, JANNA NICOLE | §103 | Final Rejection | — | Pending | Jul 26, 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 |
| 18351339 | RECOMMENDATING PERSONALIZED DIGITAL DESIGN TEMPLATES UTILIZING CONTENT EMBEDDINGS | Adobe Inc. | SHECHTMAN, CHERYL MARIA | 2164 | §101§103 | Final Rejection | 13d | Pending | Jul 12, 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 | §103 | Final Rejection | 17d overdue | Pending | Jun 27, 2023 |
| 18342463 | GENERATING AND IMPLEMENTING A STRUCTURAL VARIATION GRAPH GENOME | Illumina, Inc. | BAILEY, STEVEN WILLIAM | §101§102§103 | Non-Final OA | — | 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 | |
| 18332959 | CUSTOMIZABLE AND GRANULAR ANALYTICS TOOL FOR SHARED CONTENT ITEMS BASED ON CUSTOM LINKS | Dropbox, Inc. | SANTIAGO-MERCED, FRANCIS Z | 3625 | §101§103 | Non-Final OA | 20d | Pending | Jun 12, 2023 |
| 18333340 | GENERATING IMPROVED USER INTERFACES FOR PROVIDER COMPUTING DEVICES WITH COMPASS, DYNAMIC HALO, AND CONTEXTUAL INFORMATION SHAPES | Lyft, Inc. | SINHA, SNIGDHA | 2619 | §103 | Non-Final OA | — | Pending | Jun 12, 2023 |
| 18307482 | MACHINE-LEARNING MODELS FOR SELECTING OLIGONUCLEOTIDE PROBES FOR ARRAY TECHNOLOGIES | Illumina, Inc. | SANFORD, DIANA PATRICIA | §101§103§112 | Final Rejection | — | Pending | Apr 26, 2023 | |
| 18138705 | Computational Drug Target Selection | Recursion Pharmaceuticals, Inc. | BAILEY, STEVEN WILLIAM | §101§102§103 | Non-Final OA | — | Pending | Apr 24, 2023 | |
| 18302464 | GENERATING, APPLYING, AND VERIFYING AUDIO SIGNATURES FOR DIGITAL DOCUMENTS | Dropbox, Inc. | CASTILLO-TORRES, KEISHA Y | 2659 | §103 | Final Rejection | — | Pending | Apr 18, 2023 |
| 18298019 | VACUUM DRYING A COMESTIBLE CELL-BASED MEAT PRODUCT | The Upside Group Inc. | MCNEIL, JENNIFER C | 1793 | §103§112 | Final Rejection | 26d | Pending | Apr 10, 2023 |
| 18189842 | SEQUENCE-TO-SEQUENCE BASE CALLING | Illumina, Inc. | FRUMKIN, JESSE P | §101§102 | Non-Final OA | — | Pending | Mar 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 | §101§102§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 | |
| 18164373 | GENERATING USER-SPECIFIC SYNTHETIC CONTENT UTILIZING MACHINE LEARNING WITH USER CREATED CONTENT ITEMS | Dropbox, Inc. | SHAIKH, ZEESHAN MAHMOOD | 2658 | §101 | Final Rejection | 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 |
| 18146541 | METHOD FOR WASHING AND FINISHING A GROWN CELL MASS | The Upside Group Inc. | SCHUBERG, LAURA J | 1631 | §103§112 | Non-Final OA | — | Pending | Dec 27, 2022 |
| 18001174 | METHOD AND SYSTEM FOR SELECTING HIGHLIGHT SEGMENTS | Dropbox, Inc. | MILLER, RONDE LEE | 2663 | §103§112 | Non-Final OA | 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 |
| 18059253 | PROVIDING TRANSPORTATION MATCH PROBABILITY INDICATORS BASED ON VARIABLE DIRECTIONAL FILTERS IN A TRANSPORTATION MATCHING SYSTEM | Lyft, Inc. | NGUYEN, NGA B | 3625 | §101§102 | Final Rejection | 13d | 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 |
| 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 |
| 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 |
| 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 |
| 17929596 | GENERATING AND PROVIDING AN ACCOUNT PRIORITIZATION SCORE BY INTEGRATING EXPERIENCE DATA AND ORGANIZATION DATA | Qualtrics, LLC | BYRD, UCHE SOWANDE | 3624 | §101 | Non-Final OA | — | Pending | Sep 02, 2022 |
| 17821410 | AUTOMATICALLY IDENTIFYING FAILURE SOURCES IN NUCLEOTIDE SEQUENCING FROM BASE-CALL-ERROR PATTERNS | Illumina, Inc. | PLAYER, ROBERT AUSTIN | 1686 | §103§112 | Final Rejection | — | Pending | Aug 22, 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 | §101§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 |
| 17805138 | SIGNAL-TO-NOISE-RATIO METRIC FOR DETERMINING NUCLEOTIDE-BASE CALLS AND BASE-CALL QUALITY | Illumina, Inc. | KALLAL, ROBERT JAMES | 1685 | §101 | Final Rejection | 12d | Pending | Jun 02, 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 |
| 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 |
| 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 |
| 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 | Final Rejection | — | Pending | Mar 23, 2020 |
| 16291964 | OPTIMIZATION OF ON-DEMAND TRANSPORTATION SYSTEMS | Lyft, Inc. | PRASAD, NANCY N | 3624 | §101 | Non-Final OA | — | Pending | Mar 04, 2019 |
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