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Examiner Faraj Ayoub

TECH CENTER 2100 · 2 ART UNITS · 67 DECIDED APPLICATIONS · LAST ACTION SEP 2021
ALLOWANCE RATE = SHARE OF DECIDED APPLICATIONS (ALLOWED + ABANDONED); PENDING EXCLUDED
OVERALL ALLOWANCE RATE · POOLED ACROSS 2 ART UNITS

Examiner Faraj Ayoub has allowed 48 of 67 decided applications (72%) in Computer Architecture, Software, and Information Security.

72% pooled allowance · benchmarked per art unit below
DATA UPDATED JUNE 25, 2026
AU 2127 · 72%AU 2146 · 71%
// READING THIS EXAMINER

What the data says.

Examiner Faraj Ayoub has a public record spanning two art units in Technology Center 2100 (Computer Architecture, Software, and Information Security). Across 67 disposed applications, the allowance rate is 72%, with 48 allowed and 19 abandoned. This pooled figure reflects decisions made across both art units and does not isolate performance in any individual art unit. The record covers completed examinations only; pending applications are excluded from the allowance calculation.

// HOW TO READ THESE NUMBERS

How to read these numbers.

This pooled record aggregates data from two separate art units within TC 2100. The 72% allowance rate describes the historical share of decided applications that received allowances, calculated from the disposed count. Aggregate figures describe past dispositions and are not predictions about any specific application. Individual art-unit performance may vary; separate data for each art unit appears elsewhere on this page.

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 →

// BY ART UNIT

The record, art unit by art unit.

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.

◈ PRIMARY · ART UNIT 2127
60 APPS · 72% ALLOWANCE

Primarily examines neural-network / biological-model computing, and machine learning.

72% allowance (of decided)▏ art-unit average 67%
DISPOSITION43 / 17 / 0allowed / abandoned / pending
FIRST ACTION25 moart unit avg 28.5 mo
TOTAL PENDENCY38.5 moart unit avg 41.8 mo
// REJECTION PROFILE
§101 — Subject-matter eligibility85% · art unit 51%
§102 — Anticipation (novelty)41%
§103 — Obviousness92% · art unit 77%
§112 — Written description & definiteness93%
// INTERVIEW SPLIT

Allowance rate for applications with an examiner interview versus without one.

WITH INTERVIEW87%allowance share
WITHOUT INTERVIEW43%+44 pt difference

A correlation, not proof that interviews cause allowances. Based on 39 decided applications with an interview and 21 without.

ART UNIT 2146
7 APPS · 71% ALLOWANCE · LIMITED DATA

Primarily examines artificial-intelligence and machine-learning methods.

71% allowance (of decided)▏ art-unit average 50%
DISPOSITION5 / 2 / 0allowed / abandoned / pending
FIRST ACTION29.2 moart unit avg 32 mo
TOTAL PENDENCY40.8 moart unit avg 45 mo
// REJECTION PROFILE
§101 — Subject-matter eligibility86% · art unit 70%
§102 — Anticipation (novelty)57%
§103 — Obviousness100% · art unit 90%
§112 — Written description & definiteness100%

Based on 7 applications — too small a sample to characterize the rejection mix reliably; shown for completeness.

// FAQ

Questions about Examiner Faraj Ayoub

  • What is Examiner Ayoub's overall allowance rate?
    The allowance rate is 72%, based on 67 disposed applications (48 allowed, 19 abandoned). This is a historical record and is not a prediction of any specific application.
  • How many art units does this examiner cover?
    Examiner Ayoub has a public record spanning 2 art units (2127 and 2146) in TC 2100.
  • What does the pooled record mean?
    The pooled record aggregates all decisions across both art units. Individual art-unit data is published separately; this figure does not isolate or represent any single art unit's performance.
  • Are pending applications included in the allowance rate?
    No. The allowance rate is calculated only from disposed (decided) applications. Pending applications are excluded.
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METHODOLOGY & DISCLOSURES

Methodology. This page pools every art unit in which Examiner Faraj Ayoub 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 June 25, 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: 67 applications.

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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