Examiner Kakali Chaki has allowed 16 of 70 decided applications in Computer Architecture, Software, and Information Security.
Kakali Chaki maintains a public record across 3 art units in Technology Center 2100 (Computer Architecture, Software, and Information Security). Across dozens of decided applications, the examiner has entered final decisions allowing 23% of applications. This allowance rate reflects the proportion of decided applications (allowed and abandoned combined) in the examiner's pooled record. The record spans multiple art units within TC 2100, aggregating examination activity across distinct subject-matter areas within the technology center's scope.
This pooled record aggregates decisions across three art units, presenting an overall allowance rate that combines examination outcomes from different areas. The 23% figure describes past decided applications and does not constitute a prediction about any specific application's outcome. Pooled figures mask variation among individual art units; applicants may review art-unit-specific records separately to understand examination patterns within particular subject areas.
These are aggregate statistics from this examiner's past public record — not predictions about any specific application. The per-art-unit figures below show how the record varies across art units. Our approach to patent prosecution →
Each section benchmarks this examiner against that art unit's average. Figures are this examiner's own public record within the art unit; the overall rate above pools them.
Primarily examines neural-network / biological-model computing, and machine learning.
Grounds can co-occur, so the four don't sum to 100%. The art-unit figure is the unweighted mean across examiners in the art unit; §102 and §112 carry no art-unit benchmark.
Primarily examines software engineering, and error detection, correction, and monitoring.
Primarily examines neural-network / biological-model computing, and machine learning.
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Methodology. This page pools every art unit in which Examiner Kakali Chaki has a public record within Technology Center 2100. Statistics are computed from publicly available USPTO records, refreshed on a recurring schedule. This page's data was last updated July 14, 2026. The overall allowance rate is total allowed divided by total decided applications (allowed plus abandoned) across all art units — not an average of the per-art-unit rates; pending applications are excluded. Figures are rounded for display. Pooled sample: 103 applications.
Rejection rates. Each §-rate is the share of this examiner's applications that drew at least one office-action rejection in which that statutory ground appears; applications with no rejection on record are excluded, and because grounds can co-occur the four do not sum to 100%. The art-unit figure beside each is the unweighted mean of the per-examiner rates across the art unit, published for §101 and §103 only. Beside the overall allowance rate we show a benchmark: for a single-art-unit examiner it is exactly that art unit's average, labeled “art-unit average”; for an examiner spanning several art units it is the “weighted peer average” — the per-art-unit averages, weighted by this examiner's application count in each — labeled distinctly because it is a blended figure, not any single art unit's average. Both are built from the same per-art-unit averages the panels show.
Lynch LLP is not affiliated with, endorsed by, or sponsored by the United States Patent and Trademark Office. Examiner statistics are derived from publicly available USPTO data.
These statistics describe past examiner behavior and do not predict the outcome of any particular application. Past results do not guarantee future outcomes. Where this page compares an examiner's allowance rate to an art-unit average, that comparison is a factual description of the public record, not a characterization of any individual examiner's conduct or competence.
This page is for general informational purposes and is not legal advice. No attorney-client relationship is formed by viewing it. Full disclaimers →
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