Prosecution Insights
Last updated: July 17, 2026

Akona Ip Pc - Roku

5 pending office actions • 1 client • 5 examiners • 4 art units • 0 of 5 (0%) have an AI response strategy ready • 2 patents granted in the last 365 days

Quality Metrics (n=1647 apps, methodology: how we score firms)

83.3%
Allowance Rate
n=1647
+0.18σ
Allowance Rate (norm)
n=1647
2.6
OAs to Allowance
n=755
-0.34σ
OAs to Allow (norm)
n=755
1166 days
Time to Allowance
n=755
-1.8pp
Interview Lift
n=1647
25.5%
RCE Rate
n=1647
0.7%
Appeal Rate
n=1647

Rejection Performance (% of received rejections ultimately overcome)

61.6%
§101 Overcome
n=73
66.6%
§102 Overcome
n=556
61.2%
§103 Overcome
n=768
62.0%
§112 Overcome
n=326

Specialization & Scale

H01L, H10W, H10D
Top CPC Subclasses
46%
Top-3 CPC Share
n=1647
0
Practitioners
n=1647
Apps / Practitioner
n=1647 (min 20)

Portfolio Summary

5
Total Pending OAs
3
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.

1
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.

0
Hard (0%)
5
Medium (100%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§103 only5 (100%)

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
1
Mechanical / Eng
20% of docket
1
Business / Other
20% 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
DANG, HUNG Q 1 68.4% +18.2%
CHEN, YU 1 67.9% +29.6%
HUTCHESON, CODY DOUGLAS 1 64.3% +52.3%
SHAH, SAYED MUNEER 1
PRESTON, ASHLEY DAWN 1 43.7% +27.6%

Interview Candidates (4)

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 4 ordered by deadline are shown.

App #TitleExaminerDue in
18438946 GENERATING AND PROVIDING VISUAL CONTENT ITEMS FOR DISPLAY CHEN, YU 26d overdue
18505398 TECHNIQUES FOR CONTENT RECOMMENDATION IN MULTIMEDIA ENVIRONMENTS PRESTON, ASHLEY DAWN 9d
18597099 GENERATION OF MEDIA SEGMENTS FROM LARGER MEDIA CONTENT FOR MEDIA CONTENT NAVIGATION DANG, HUNG Q
18423789 USING A LARGE LANGUAGE MODEL TO IMPROVE TRAINING DATA HUTCHESON, CODY DOUGLAS

Client Portfolio (1 client)

Client (Assignee)Pending OAs
ROKU, INC. 5

Top Art Units

Art UnitApps
24841
26131
26591
36891

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18597099 GENERATION OF MEDIA SEGMENTS FROM LARGER MEDIA CONTENT FOR MEDIA CONTENT NAVIGATION Roku, Inc. DANG, HUNG Q 2484 §103 Non-Final OA Pending Mar 06, 2024
18438946 GENERATING AND PROVIDING VISUAL CONTENT ITEMS FOR DISPLAY Roku, Inc. CHEN, YU 2613 §103 Final Rejection 26d overdue Pending Feb 12, 2024
18423789 USING A LARGE LANGUAGE MODEL TO IMPROVE TRAINING DATA Roku, Inc. HUTCHESON, CODY DOUGLAS 2659 §103 Final Rejection Pending Jan 26, 2024
18423802 ENHANCING TRANSFER LEARNING FOR LARGE LANGUAGE MODELS Roku, Inc. SHAH, SAYED MUNEER §103 Non-Final OA Pending Jan 26, 2024
18505398 TECHNIQUES FOR CONTENT RECOMMENDATION IN MULTIMEDIA ENVIRONMENTS Roku, Inc. PRESTON, ASHLEY DAWN 3689 §103 Non-Final OA 9d Pending Nov 09, 2023

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