Prosecution Insights
Last updated: May 29, 2026

Zeta Global Corp.

5 pending office actions • 5 art units • 5 examiners • 0 of 5 (0%) have an AI response strategy ready • 14 patents granted in the last 365 days

Portfolio Summary

5
Total Pending OAs
4
Non-Final OAs
1
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 5 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

3
Overdue
0
Due this week
0
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. 5 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (3)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%)
4
Medium (80%)
0
Easy (0%)
1
Unknown (20%)

Rejection Statute Mix

BucketCases
§103 only4 (80%)
No statute on record1 (20%)

Industry Mix

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

0
Life Sciences
0% of docket
1
Information Tech
20% of docket
2
Communications
40% of docket
0
Semiconductors
0% of docket
2
Mechanical / Eng
40% 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.

50 h
Manual time on pending OAs
10 h
Time saved (low, 20%)
18 h
Time saved (mid, 35%)
0.4 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
HOANG, KEN 1 72.3% +31.6%
GAY, SONIA L 1 82.2% +11.4%
SHELDEN, BION A 1 21.8% +19.3%
MCLEAN, IAN SCOTT 1 44.7% +31.4%
BYRD, UCHE SOWANDE 1 23.1% +27.6%

Quick Wins (1)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
18662960 SYSTEMS AND METHODS FOR TRAINING LANGUAGE MODELS TO PERFORM ACTION CHAINS GAY, SONIA L 56d overdue

Hard Cases (2)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 2 ordered by deadline are shown.

App #TitleExaminerDue in
17246680 PREDICTING MODELING AND ANALYTICS INTEGRATION PLATFORM BYRD, UCHE SOWANDE 35d overdue
17735116 SYSTEM AND METHOD USING ATTENTION LAYERS TO ENHANCE REAL TIME BIDDING ENGINE SHELDEN, BION A 70d

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
18662960 SYSTEMS AND METHODS FOR TRAINING LANGUAGE MODELS TO PERFORM ACTION CHAINS GAY, SONIA L 56d overdue
17246680 PREDICTING MODELING AND ANALYTICS INTEGRATION PLATFORM BYRD, UCHE SOWANDE 35d overdue
17724066 ALGORITHMIC TOPIC CLUSTERING OF DATA FOR REAL-TIME PREDICTION AND LOOK-ALIKE MODELING MCLEAN, IAN SCOTT 9d overdue
19078251 DYNAMICALLY CONSTRUCTING A GRAPH REPRESENTATION OF MULTIPLE IDENTITY SPACES HOANG, KEN 41d
17735116 SYSTEM AND METHOD USING ATTENTION LAYERS TO ENHANCE REAL TIME BIDDING ENGINE SHELDEN, BION A 70d

Top Art Units

Art UnitApps
2168 1
2657 1
3685 1
2654 1
3624 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19078251 DYNAMICALLY CONSTRUCTING A GRAPH REPRESENTATION OF MULTIPLE IDENTITY SPACES HOANG, KEN 2168 §103 Non-Final OA 41d Pending Mar 12, 2025
18662960 SYSTEMS AND METHODS FOR TRAINING LANGUAGE MODELS TO PERFORM ACTION CHAINS GAY, SONIA L 2657 §103 Non-Final OA 56d overdue Pending May 13, 2024
17735116 SYSTEM AND METHOD USING ATTENTION LAYERS TO ENHANCE REAL TIME BIDDING ENGINE SHELDEN, BION A 3685 §103 Non-Final OA 70d Pending May 03, 2022
17724066 ALGORITHMIC TOPIC CLUSTERING OF DATA FOR REAL-TIME PREDICTION AND LOOK-ALIKE MODELING MCLEAN, IAN SCOTT 2654 §103 Non-Final OA 9d overdue Pending Apr 19, 2022
17246680 PREDICTING MODELING AND ANALYTICS INTEGRATION PLATFORM BYRD, UCHE SOWANDE 3624 Final Rejection 35d overdue Pending May 02, 2021

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