Prosecution Insights
Last updated: October 04, 2026

Layer AI

Technology area: Transportation, E-Commerce & Mechanical Systems

1 pending office actions • 1 art units • 1 examiners • 0 of 1 (0%) have an AI response strategy ready

Analysis

Layer AI is currently managing 1 pending office action in the Transportation, E-Commerce & Mechanical Systems technology area. This prosecution is being conducted by 1 distinct examiner within 1 distinct art unit, showing a very specific technical and personnel focus for the company's current patent activity. The concentration of the portfolio within a single art unit indicates that the company's current patent efforts are directed toward a specialized area of transportation and mechanical systems. This allows the company to tailor its prosecution strategy to the specific examination practices of that art unit.

SUMMERS, KIERSTEN V is the busiest examiner for the company. This examiner is currently overseeing the 1 pending office action reported in the data. Since there is only 1 pending action, the company's immediate success in obtaining patent protection depends on the interaction with this specific examiner. This singular focus simplifies the management of the portfolio, as the company only needs to address the concerns and requirements of 1 examiner at this time. The outcome of this action will be a key indicator for the company's intellectual property progress in the transportation and mechanical systems sector.

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

Portfolio Summary

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

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 1 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

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

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.

1
Hard (100%)
0
Medium (0%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 + other1 (100%)

Industry Mix

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

0
Life Sciences
0% of docket
0
Information Tech
0% of docket
0
Communications
0% of docket
0
Semiconductors
0% of docket
1
Mechanical / Eng
100% 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.

10 h
Manual time on pending OAs
2 h
Time saved (low, 20%)
4 h
Time saved (mid, 35%)
0.1 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
SUMMERS, KIERSTEN V 1 11.4% +13.7%

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
19210679 DETERMINATION OF CONTRIBUTION DISTRIBUTION OF ASSETS OWNERS TO THE TRAINING AND THE PRODUCTS OF A GENERATIVE AI MODEL SUMMERS, KIERSTEN V 23d

Interview Candidates (1)

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 1 ordered by deadline are shown.

App #TitleExaminerDue in
19210679 DETERMINATION OF CONTRIBUTION DISTRIBUTION OF ASSETS OWNERS TO THE TRAINING AND THE PRODUCTS OF A GENERATIVE AI MODEL SUMMERS, KIERSTEN V 23d

Top Art Units

Art UnitApps
3626 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19210679 DETERMINATION OF CONTRIBUTION DISTRIBUTION OF ASSETS OWNERS TO THE TRAINING AND THE PRODUCTS OF A GENERATIVE AI MODEL SUMMERS, KIERSTEN V 3626 §101§103§112 Non-Final OA 23d Pending May 16, 2025

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