Prosecution Insights
Last updated: October 04, 2026

Technology Innovation Institute - Sole Proprietorship LLC

Technology areas: Chemistry & Materials • Computing & Software • Transportation, E-Commerce & Mechanical Systems

7 pending office actions • 4 art units • 7 examiners • 0 of 7 (0%) have an AI response strategy ready • 3 patents granted in the last 365 days

Analysis

Technology Innovation Institute - Sole Proprietorship LLC is managing 6 pending office actions within the Transportation, E-Commerce & Mechanical Systems technology area. These actions are distributed among 6 distinct examiners, which indicates a decentralized prosecution strategy. This spread ensures that the company's patent applications are being evaluated by a variety of different individuals at the patent office.

The company's pending matters are situated across 4 distinct art units. This presence in 4 units reflects the technical variety of the portfolio within the Transportation, E-Commerce & Mechanical Systems sector. Navigating 4 different art units requires the company to address the specific expertise and procedural requirements of multiple administrative divisions.

The busiest examiner for the portfolio is ALATA, AYOUB, who is currently handling 1 pending office action. Since this examiner is responsible for only 1 of the pending office actions, the workload is evenly distributed across the 6 distinct examiners. This lack of concentration means that the overall progress of the portfolio is not dependent on the pace or style of any single examiner.

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

Portfolio Summary

7
Total Pending OAs
5
Non-Final OAs
2
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 2 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
1
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.

5
Hard (71%)
2
Medium (29%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 + other3 (43%)
§103 only2 (29%)
Multi-statute (no §101)2 (29%)

Industry Mix

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

1
Life Sciences
14% of docket
1
Information Tech
14% of docket
0
Communications
0% of docket
0
Semiconductors
0% of docket
1
Mechanical / Eng
14% of docket
4
Business / Other
57% 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.

70 h
Manual time on pending OAs
14 h
Time saved (low, 20%)
24 h
Time saved (mid, 35%)
0.6 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
ALATA, AYOUB 1 81.6% +25.6%
INSERRA, MADISON RENEE 1 69.6% +36.0%
ILES, TYLER EDWARD 1 55.6% +66.7%
ZHAO, YU 1 52.6% +40.7%
FORRY, COLTON BUSA 1 50.0% +0.0%
KHAN, TAHSEEN 1 61.7% +20.5%
MAC, GARY 1 40.9% +38.3%

Hard Cases (5)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 5 ordered by deadline are shown.

App #TitleExaminerDue in
18809998 Service Decision Method and Service Decision Device INSERRA, MADISON RENEE 29d
19207802 SYSTEM AND METHOD FOR ADAPTIVE INTRUSION DETECTION IN NETWORK ENVIRONMENTS ALATA, AYOUB —
18602351 ADAPTIVE Q LEARNING IN DYNAMICALLY CHANGING ENVIRONMENTS ILES, TYLER EDWARD —
18690125 DATA SELECTION AND STORAGE ON THE EDGE FOR EFFICIENT EDGE LEARNING ZHAO, YU —
18531961 Method of Producing Graphene and Holey Graphene and Electrode for the Same FORRY, COLTON BUSA —

Interview Candidates (6)

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 6 ordered by deadline are shown.

App #TitleExaminerDue in
18809998 Service Decision Method and Service Decision Device INSERRA, MADISON RENEE 29d
18513952 CARBON NANOTUBE SHEETS FOR INFRARED SHIELDING AND METHOD OF MAKING THE SAME KHAN, TAHSEEN 39d
19207802 SYSTEM AND METHOD FOR ADAPTIVE INTRUSION DETECTION IN NETWORK ENVIRONMENTS ALATA, AYOUB —
18602351 ADAPTIVE Q LEARNING IN DYNAMICALLY CHANGING ENVIRONMENTS ILES, TYLER EDWARD —
18690125 DATA SELECTION AND STORAGE ON THE EDGE FOR EFFICIENT EDGE LEARNING ZHAO, YU —
18149476 REDUCING BIAS IN VISUAL SPEECH RECOGNITION MAC, GARY —

Top Art Units

Art UnitApps
3662 1
4100 1
1781 1
2127 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19207802 SYSTEM AND METHOD FOR ADAPTIVE INTRUSION DETECTION IN NETWORK ENVIRONMENTS ALATA, AYOUB — §102§103§112 Non-Final OA — Pending May 14, 2025
18809998 Service Decision Method and Service Decision Device INSERRA, MADISON RENEE 3662 §101§103 Final Rejection 29d Pending Aug 20, 2024
18602351 ADAPTIVE Q LEARNING IN DYNAMICALLY CHANGING ENVIRONMENTS ILES, TYLER EDWARD — §101§103 Non-Final OA — Pending Mar 12, 2024
18690125 DATA SELECTION AND STORAGE ON THE EDGE FOR EFFICIENT EDGE LEARNING ZHAO, YU — §101§112 Non-Final OA — Pending Mar 07, 2024
18531961 Method of Producing Graphene and Holey Graphene and Electrode for the Same FORRY, COLTON BUSA 4100 §102§103 Non-Final OA — Pending Dec 07, 2023
18513952 CARBON NANOTUBE SHEETS FOR INFRARED SHIELDING AND METHOD OF MAKING THE SAME KHAN, TAHSEEN 1781 §103 Final Rejection 39d Pending Nov 20, 2023
18149476 REDUCING BIAS IN VISUAL SPEECH RECOGNITION MAC, GARY 2127 §103 Non-Final OA — Pending Jan 03, 2023

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