Technology area: Computing & Software
1 pending office actions • 1 art units • 1 examiners • 0 of 1 (0%) have an AI response strategy ready
Healsgood Artificial Intelligence Developing Services L L C has 1 pending office action in the Computing & Software technology area. This action is assigned to 1 distinct examiner and 1 distinct art unit. The company's current patent office activity is concentrated on this single pending matter, which allows for a very specific and focused prosecution effort.
The busiest examiner, SHANMUGASUNDARAM, KANNAN, is responsible for the 1 pending office action. Since there is only 1 pending office action in the portfolio, this examiner's review is the primary focus for the company's legal team. The presence of 1 distinct art unit suggests that the application is being examined within a specific technical classification for software. Practitioners should analyze the 1 distinct examiner's history to tailor their arguments for the 1 pending office action. With only 1 distinct examiner and 1 distinct art unit involved, the prosecution path is straightforward but highly dependent on a single individual's judgment. The outcome of this case will be the determinant of the company's current progress in the Computing & Software technology area.
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.
| Bucket | Cases |
|---|---|
| Multi-statute (no §101) | 1 (100%) |
How the docket's pending cases split across USPTO tech-center bands.
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.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| SHANMUGASUNDARAM, KANNAN | 1 | 72.4% | +36.0% |
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 # | Title | Examiner | Due in |
|---|---|---|---|
| 19377707 | APPARATUS AND METHOD FOR TRAINING A MACHINE LEARNING MODEL TO GENERATE A MATCH SCORE USING PROFILE DATA AND REFERENCE DATA | SHANMUGASUNDARAM, KANNAN | — |
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 # | Title | Examiner | Due in |
|---|---|---|---|
| 19377707 | APPARATUS AND METHOD FOR TRAINING A MACHINE LEARNING MODEL TO GENERATE A MATCH SCORE USING PROFILE DATA AND REFERENCE DATA | SHANMUGASUNDARAM, KANNAN | — |
| Art Unit | Apps |
|---|---|
| 2168 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19377707 | APPARATUS AND METHOD FOR TRAINING A MACHINE LEARNING MODEL TO GENERATE A MATCH SCORE USING PROFILE DATA AND REFERENCE DATA | SHANMUGASUNDARAM, KANNAN | 2168 | §102§103Other | Non-Final OA | — | Pending | Nov 03, 2025 |
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Start Free TrialHealsgood Artificial Intelligence Developing Services L L C has 1 pending office actions as of October 2026, spread across 1 art units and 1 examiners.
Kannan Shanmugasundaram has the most, with 1 of Healsgood Artificial Intelligence Developing Services L L C's pending office actions.
Mostly Computing & Software (USPTO Tech Center 2100), based on where its pending office actions are examined.
