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Examiner Istiaque Ahmed

TECH CENTER 2100 · 2 ART UNITS · 212 DECIDED APPLICATIONS · LAST ACTION JUN 2026
ALLOWANCE RATE = SHARE OF DECIDED APPLICATIONS (ALLOWED + ABANDONED); PENDING EXCLUDED
OVERALL ALLOWANCE RATE · POOLED ACROSS 2 ART UNITS
72%vs 76% weighted peer average4 pts

Examiner Istiaque Ahmed has allowed 152 of 212 decided applications in Computer Architecture, Software, and Information Security.

allowed152abandoned60pending37· pending excluded from the rate
The weighted peer average (76%) is each art unit's average below, weighted by this examiner's applications in it (2 art units).
DATA UPDATED JULY 14, 2026
AU 2116 · 76%AU 2121 · 44%
// READING THIS EXAMINER

What the data says.

Examiner Istiaque Ahmed maintains a pooled allowance rate of 72% across hundreds of decided applications in Technology Center 2100 (Computer Architecture, Software, and Information Security). His record spans 2 art units. The allowance rate—calculated as allowed applications divided by total decided (allowed plus abandoned) applications—reflects the examiner's historical performance across these units. Allowance rates vary among the art units in his portfolio, ranging from 44% to 76%. This range indicates variation in outcomes across different examination contexts within the technology center.

// HOW TO READ THESE NUMBERS

How to read these numbers.

This record pools decisions across multiple art units and represents historical outcomes only. An aggregate allowance rate describes past performance and is not a prediction for any specific application. Variation across art units reflects different subject matter and application characteristics within TC 2100. Pooled figures mask individual art-unit differences; separate statistics for each unit appear elsewhere on this page. Historical rates do not determine future dispositions.

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 2116
222 APPS · 76% ALLOWANCE

Primarily examines control or regulating systems.

76% allowance (of decided)▏ art-unit average 78%
DISPOSITION140 / 45 / 37allowed / abandoned / pending
FIRST ACTION21 moart unit avg 24.1 mo
TOTAL PENDENCY36.1 moart unit avg 37.7 mo
// REJECTION PROFILE
REJECTION RATE = SHARE OF THIS EXAMINER'S APPLICATIONS THAT DREW ≥1 OFFICE-ACTION REJECTION IN WHICH THE GROUND APPEARS

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.

§101 — Subject-matter eligibility44%art unit 32%+12 pts
§102 — Anticipation (novelty)88%no art-unit benchmark
§103 — Obviousness87%art unit 83%+4 pts
§112 — Written description & definiteness72%no art-unit benchmark
// INTERVIEW SPLIT

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

WITH INTERVIEW81%allowance share
WITHOUT INTERVIEW68%+13 pt difference

A correlation, not proof that interviews cause allowances. Based on 114 decided applications with an interview and 71 without.

ART UNIT 2121
27 APPS · 44% ALLOWANCE · LIMITED DATA

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

44% allowance (of decided)▏ art-unit average 57%
DISPOSITION12 / 15 / 0allowed / abandoned / pending
FIRST ACTION23.5 moart unit avg 27 mo
TOTAL PENDENCY33.4 moart unit avg 39.9 mo
// REJECTION PROFILE
REJECTION RATE = SHARE OF THIS EXAMINER'S APPLICATIONS THAT DREW ≥1 OFFICE-ACTION REJECTION IN WHICH THE GROUND APPEARS

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.

§101 — Subject-matter eligibility44%art unit 46%2 pts
§102 — Anticipation (novelty)100%no art-unit benchmark
§103 — Obviousness100%art unit 86%+14 pts
§112 — Written description & definiteness76%no art-unit benchmark

Based on 27 applications — too small a sample to characterize the rejection mix reliably; shown for completeness.

// FAQ

Questions about Examiner Istiaque Ahmed

  • What is Examiner Ahmed's overall allowance rate?
    72% of his decided applications (allowed and abandoned combined) were allowed across all art units in his record.
  • How many art units does this examiner cover?
    Examiner Ahmed's record spans 2 art units within Technology Center 2100.
  • Do allowance rates differ across his art units?
    Yes. Allowance rates range from 44% to 76% across the art units in which he maintains a substantial record.
  • What is the basis for the 72% figure?
    This allowance rate is calculated from hundreds of decided applications pooled across all art units. It does not predict outcomes for any individual application.
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METHODOLOGY & DISCLOSURES

Methodology. This page pools every art unit in which Examiner Istiaque Ahmed 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: 249 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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