Prosecution Insights
Last updated: May 29, 2026

VIANAI SYSTEMS, INC.

6 pending office actions • 5 art units • 5 examiners • 0 of 6 (0%) have an AI response strategy ready • 4 patents granted in the last 365 days

Portfolio Summary

6
Total Pending OAs
5
Non-Final OAs
1
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 6 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

3
Overdue
0
Due this week
1
Due this month
1
Due in next 60 days
1
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. 6 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (3)Due ≤ 30 days (1)Due ≤ 60 days (1)Due later (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.

0
Hard (0%)
6
Medium (100%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§103 only5 (83%)
§102 only1 (17%)

Industry Mix

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

0
Life Sciences
0% of docket
5
Information Tech
83% of docket
1
Communications
17% of docket
0
Semiconductors
0% of docket
0
Mechanical / Eng
0% of docket
0
Business / Other
0% 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.

60 h
Manual time on pending OAs
12 h
Time saved (low, 20%)
21 h
Time saved (mid, 35%)
0.5 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
XIA, XUYANG 2 71.5% +53.4%
SHARPLESS, SAMUEL 1 79.5% +29.7%
RAHMAN, IBRAHIM 1 0.0% +0.0%
YUN, CARINA 1 49.2% +33.7%
GEBRESLASSIE, WINTA 1 75.6% +25.0%

Hard Cases (1)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
17960049 POSITIVITY VALIDATION AND EXPLAINABILITY FOR CAUSAL INFERENCE VIA ASYMMETRICALLY PRUNED DECISION TREES RAHMAN, IBRAHIM 89d overdue

Interview Candidates (5)

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 5 ordered by deadline are shown.

App #TitleExaminerDue in
17517502 DYNAMIC VARIABLE QUANTIZATION OF MACHINE LEARNING INPUTS XIA, XUYANG 110d overdue
17867540 TECHNIQUES FOR IMPLEMENTING CONTAINER-BASED SOFTWARE SERVICES YUN, CARINA 53d overdue
17831177 PERFORMING INFERENCE USING SIMPLIFIED REPRESENTATIONS OF CONVOLUTIONAL NEURAL NETWORKS GEBRESLASSIE, WINTA 9d
18621619 TECHNIQUES FOR GENERATING AND CORRECTING DATABASE QUERIES USING LANGUAGE MODELS SHARPLESS, SAMUEL 39d
17517505 DYNAMIC VARIABLE QUANTIZATION OF MACHINE LEARNING PARAMETERS XIA, XUYANG 70d

Top Art Units

Art UnitApps
2143 2
2165 1
2122 1
2194 1
2677 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
18621619 TECHNIQUES FOR GENERATING AND CORRECTING DATABASE QUERIES USING LANGUAGE MODELS SHARPLESS, SAMUEL 2165 §102 Final Rejection 39d Pending Mar 29, 2024
17960049 POSITIVITY VALIDATION AND EXPLAINABILITY FOR CAUSAL INFERENCE VIA ASYMMETRICALLY PRUNED DECISION TREES RAHMAN, IBRAHIM 2122 §103 Non-Final OA 89d overdue Pending Oct 04, 2022
17867540 TECHNIQUES FOR IMPLEMENTING CONTAINER-BASED SOFTWARE SERVICES YUN, CARINA 2194 §103 Non-Final OA 53d overdue Pending Jul 18, 2022
17831177 PERFORMING INFERENCE USING SIMPLIFIED REPRESENTATIONS OF CONVOLUTIONAL NEURAL NETWORKS GEBRESLASSIE, WINTA 2677 §103 Non-Final OA 9d Pending Jun 02, 2022
17517502 DYNAMIC VARIABLE QUANTIZATION OF MACHINE LEARNING INPUTS XIA, XUYANG 2143 §103 Non-Final OA 110d overdue Pending Nov 02, 2021
17517505 DYNAMIC VARIABLE QUANTIZATION OF MACHINE LEARNING PARAMETERS XIA, XUYANG 2143 §103 Non-Final OA 70d Pending Nov 02, 2021

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