Prosecution Insights
Last updated: October 04, 2026

Calabrio Inc.

Technology areas: Communications • Transportation, E-Commerce & Mechanical Systems

7 pending office actions • 6 art units • 7 examiners • 0 of 7 (0%) have an AI response strategy ready • 5 patents granted in the last 365 days

Analysis

Calabrio Inc. has 7 pending office actions in the Communications technology area. These matters are being handled by 7 distinct examiners across 6 distinct art units. Paras D Shah is the busiest examiner for the company, overseeing 1 pending office action. The portfolio's workload is distributed, with each pending action assigned to a different examiner.

The presence of 6 distinct art units for 7 pending office actions indicates that the company's communications technology is being reviewed by several different specialized groups within the USPTO. Every one of the 7 distinct examiners is responsible for 1 pending office action, as shown by the busiest examiner count of 1. This distribution ensures that the company's applications are evaluated independently by a variety of examiners. The involvement of 6 distinct art units suggests a range of technical classifications within the active portfolio.

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

Portfolio Summary

7
Total Pending OAs
3
Non-Final OAs
1
Final Rejections
3
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 4 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
2
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. 4 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Due ≤ 30 days (1)Due ≤ 60 days (1)Due later (2)

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.

3
Hard (43%)
4
Medium (57%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only2 (29%)
§101 + other1 (14%)
§103 only4 (57%)

Industry Mix

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

0
Life Sciences
0% of docket
1
Information Tech
14% of docket
3
Communications
43% of docket
0
Semiconductors
0% of docket
2
Mechanical / Eng
29% of docket
1
Business / Other
14% 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
SHAH, PARAS D 1 73.4% +31.0%
NGUYEN, QUYNH H 1 87.4% +17.1%
GILLS, KURTIS 1 57.9% +29.2%
THOMAS-HOMESCU, ANNE L 1 76.9% +37.3%
WILLIS, AMANDA LYNN 1 35.8% +26.3%
LEE, PO HAN 1 31.7% +41.2%
MONIKANG, GEORGE C 1 75.3% +7.1%

Hard Cases (3)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 3 ordered by deadline are shown.

App #TitleExaminerDue in
19061868 INTELLIGENT PHRASE DERIVATION GENERATION SHAH, PARAS D —
19005542 SEARCHING CALLS BASED ON CONTEXTUAL SIMILARITY AMONG CALLS NGUYEN, QUYNH H —
18046469 SYSTEMS AND METHODS FOR RAPPORT DETERMINATION LEE, PO HAN —

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
18046890 GENERATING SEARCH INSIGHT DATA WILLIS, AMANDA LYNN 28d
18148741 SYSTEM AND METHOD FOR OPTIMIZING LOCATION SCHEDULING ACROSS MULTIPLE WORK ENVIRONMENTS GILLS, KURTIS 63d
18088494 SYSTEMS AND METHODS FOR EVENT DRIVER DETECTION THOMAS-HOMESCU, ANNE L 65d
19061868 INTELLIGENT PHRASE DERIVATION GENERATION SHAH, PARAS D —
19005542 SEARCHING CALLS BASED ON CONTEXTUAL SIMILARITY AMONG CALLS NGUYEN, QUYNH H —
18046469 SYSTEMS AND METHODS FOR RAPPORT DETERMINATION LEE, PO HAN —

Top Art Units

Art UnitApps
2653 1
3624 1
2656 1
2156 1
3623 1
2692 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19061868 INTELLIGENT PHRASE DERIVATION GENERATION SHAH, PARAS D 2653 §101DP Non-Final OA — Pending Feb 24, 2025
19005542 SEARCHING CALLS BASED ON CONTEXTUAL SIMILARITY AMONG CALLS NGUYEN, QUYNH H — §101Other Non-Final OA — Pending Dec 30, 2024
18148741 SYSTEM AND METHOD FOR OPTIMIZING LOCATION SCHEDULING ACROSS MULTIPLE WORK ENVIRONMENTS GILLS, KURTIS 3624 §103 Non-Final OA 63d Pending Dec 30, 2022
18088494 SYSTEMS AND METHODS FOR EVENT DRIVER DETECTION THOMAS-HOMESCU, ANNE L 2656 §103 Non-Final OA 65d Pending Dec 23, 2022
18046890 GENERATING SEARCH INSIGHT DATA WILLIS, AMANDA LYNN 2156 §103 Final Rejection 28d Pending Oct 14, 2022
18046469 SYSTEMS AND METHODS FOR RAPPORT DETERMINATION LEE, PO HAN 3623 §101 Non-Final OA — Pending Oct 13, 2022
17549561 ADVANCED SENTIMENT ANALYSIS MONIKANG, GEORGE C 2692 §103 Non-Final OA 33d Pending Dec 13, 2021

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